{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "FCF模型：在没有稳定的D（分红），以及比如不盈利等条件下使用\n",
    "很多时候用做M&A的估值。\n",
    "\n",
    "NI：<br>\n",
    "FCFF = NI+Int*(1-T) + NCC -WC_inv - FC_inv <br>\n",
    "\n",
    "EBIT: <br>\n",
    "\n",
    "FCFF = EBIT *(1-T) + Dep - WC_inv - FC_inv <br>\n",
    "\n",
    "EBITDA: <br>\n",
    "FCFF = (EBITDA - Dep)*(1 - T) +Dep - WC_inv - FC_inv <br>\n",
    "\n",
    "CFO: <br>\n",
    "\n",
    "FCFF = CFO + Int*(1-T) - FC_inv <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='5.FCF_Model.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "image/png": 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RGO05y+0bvePMzdNH1ShvC/ReL2/nY34CBPYF4rPee0+/Ml6MaT9iV2cWaFkX6TpwADhz1cXeXSA8HC0PU/cAJhow3Uhqwt62T9/Xmod2ab+aeZ9qU5vDU/HEeUb1ivHd9TpqPe7K17gECDwj8NU99RnduWfxuTN3/UTfRyDskblnId0/c236RPHuKD3y7OUTx0ljelfH7FcFYk1rxtmruwPAGjltPiWw96BEgJYHLvbxeiwQzWt8Q5vY/njkZ1rUxP1MJL9nGdHrd5Q/r4zs+TNS7wgQqBGoeaZH29dr8rqzDY87dZ8bWx2fszbTOAKldf+1z4PUYpt7ei+t3rZdeu/s32HM3Hxnx9TvWYGWdVGqtQPAZ+tmtpcF0gen9GDkwqzpk86RGye9XjNm2n7lv1OLkmO4l7Zd2WSW3Er1miUHcRIg8JzA6Hu4Pe25tbDCTNbLClWUw50CnhH/ByLvXF8rj93y7NR8t3IAuPJqkdsPge3DE97XPCQ/Bql4E8fczpd2jW3Sa/7+KRCNco531e9nFN7VCORqVNN3hjZxLc4QqxgJELgukNvT7AXXbb80gvXypWrLNSeQ209z7cN13/FLOu59SaD2+Wn5vHEA+KUVJNfXBVoezteDHSSAYFa7+b0V8sgx3r3mRq/N0Zq42+dofvcJEBhLYPY9bSzNb0RjzXyjzrJsF5j92Qjxv/E9ceTfFaVVkNb7DbdSbLPdSy2PYm+1dgB4JOo+gZMC28279eE8Oe3r3Vo2rNpgt5a1/Z5s93R9a5yfjulJ79q5GNRKaUeAwBsCNXv5G3GZ85qAz55rfnrPL1C7t4Vnpbbt/Cr1Gczksle/cM0+WF/v2HLPMt7bvp71dQC4lfSeQEeBsw9mxxCGGIrD82VYwfwoh9yH5FG/56thRgIEZhewr8xewXviz30O3TObUQmML1D7TIy2p4Z4amN/qgpXjJ7K5al5njJ/a54WxyvrIuTnAPCtKpuXAAECjQI1Hw5XPxQaQ/rv/+/eNq6nY2iNWXsCBN4XCPvGiHtFiCnd0+6MMZ0nrcidc6bz+PseAfW7x9Wo4wvk9rQ08vT5qGmf9vX3WAIj128bW7ruRlLcxlmKrVcODgBLyu4RIEBgEIGjD4heHwpn0n1z7jPx6kOAwLMCYY/Y28PCtRH3jydi2vN4tipmuyoweg334ntibV911X9NgXTt7a3NNOu0bXrd3+MIjFzDvdjCtZHW1V6Mper2jN0BYEnavWUEWh+yZRKXyBICufXb88NgCai/k2CySiXlQeCbAvawues+Qv1y3xmC7PbeCPHOXXHR1wps115tv7fbhbhXeU565XJUy1W87lh7R3bbOe+wdAC4Vfb+UwLxIbzj4foU5P8lGz2/mLucCRAgUCsQ9sqvfe6EfPc+I75osecQ1s7X1kTt8zJiu1wN34z1TExpH+vvzeqZewSB3OfUCLH1iiE+82ee99i3FMuZcUvjrXKvxi7N9U5HB4CptL8/KxAeyjsftM/CSvw2Aev1NloDEyDwsMCXPoNbfwQ8XArTTSrQY1298RzuxX3X95t0rrvmmHT5CPuDAq3Pe/r85LhGfq7eiq3GLfV8Is5/pxP6m8CKAq0P3ooGb+bUYyNTwzcraG4CBK4I9NgDr8w/Ut+SxRf2+VKOJZuRaiiW3/8ZbTR5q4aldRVjq33tOVZpzjBPbq7c9dJ4R/e2Y27fH/V3/zmBt56j5zJ8ZqYax/Ac1DwLR23CXDXzPZP5GLPU2sZonzR0ABjVvRIgQIDA9AJHX1KmT1ACBCYXKP1IWPX5PfohUDKZvNzCv1ng6JmJPypb1tjRmFdSOnoW4ti17WL73GuvcXLju/5ToGWdtbT9OYt3tQK1xqVnvnQvxFE7R23Ms7dr3XOC39OG/hPg2VeZ+IsCR5tW7Pz0gxfnXem11ro159y4atYquV77sAZy62O9bGVEYB2B0rMbnumV9vejPWqlXNdZoe2ZvFHH0trai2d7rdS/93NYmqukHfttYy/1ifdi3/je6zMCZ2r1TGTfnCWtR+mZCPfStkGr1D7c37YP1776/46sti5v2vkXgNtqeP85gTcfwNWx2a5e4THza/0QHjMLURFYW6D0+RCe4RWe46McSgZrV3/e7I5q+lRmpThq11VoV2pbmqMlzx7jhDFaxjlqW8q7JTdtzwsc1ej8yHo+ITDbM3THegtjxv+pNT/ad2vHudLOAeAVPX0JELhNoLShzvahcxuSgYs/XvAQIDC2wNFefscX9idESp9fcf6j3GM7rwS2AqXn4sy6OtNnG1PufSnW2CfMXxtDzXhHbWrnivF5fU5Abe6xDs/E0XMRZq5pEyOMY7b0iX3vfr17HcXca/MI8cT/qe1zZzv/CfCdusZ+XSA8bCNuTK/DdA6gt3Hv8Tqna7gJBMIauvsLwAQMQiQwvMDR53T8PJjleY7xluBnyaWUwxfv5Wo7Sj1HiSOujZxXvL+NN74/6hfux7ZxrPh61DfXL/b3+ozAUZ2eiWLMWfZszq7bvbGOsg59WueL87T2O4pltPsxz9q4RvXwLwBrK6jdtALh4Yv/M20SHwr8aHMddTP9UImGS9WaGK4kAiLQJFDzDB99NjRNeFPjmhhrcr0pPMMuIJBbY3esqzvGDCUI45bGProfxthz2LsW2sb/V5oztvF6v8BRne6PYMwZgkvOJnc9l0lprFyf9Hqcr/WZifPG/umYI/x9Jq4zOdXsYW96+BeAb+qb+1GBMw/9owEuNlnrh0ZI/6hGZ8ZcjFU6BAgQWFIg7O9HnwHx/mifBTGuUmFGi7kUq3v1AqvUteb5q1c5/j5XM1a0zT1f4fpRmzhPbBffe31HIFfLGM3R/dhutXrW5J2u9+iwfa0ZJ/aJhkd9YrvQ76htHHvbNh0jbTPq3y15pjnMkqcDwLRq/v6cwCwP6siFObtJbnM6GkettmLeEyBAYC2BuM8ffR7E+7H9WwoxjqP5347zKD73jwVqa3080vkWuRh6rK+9scO1HmOnGZ8ZL/TZiy+Mm7t+dc60v7/HE7hjbb6VZc0aPoqtZYztM1h6vrbzxr4t84Ux0vZxjO3Yvd+35LWNsTWWp3JqjSvX3gFgTsb1pQTSjWepxBZI5qg2s22qC5RECgQIEHhVoPaLe/r58eRnRTrvEdSTcR3F4n5fgVVq27Kerwhe8Qp9z8R5Zc4ruepLoCRwZi3vjdcyTuuzEMbO9YnXW+aP8Zf6xHFj2zteS/O3zvdEvK0x1bR3AFijpM2SArM+tDMUo8a2ZgOuGWcGDzG+IxDWmDX0jr1ZCVwViM9uzWdFmCu2i/2uzr/tH8ffXs+9vyuO3Hyu3yfQWvv7Ivk98tV1NnJu22xDri3xXrXZzu89gR4CNWs4t9ZD39y9XGw1z0HrmHGudOyavGK/3GscIx0313Z7PfYN18/0345Xen/3+KW5e9xzANhD0RhDC6QbwtCBThbcWdfafrNvrpOVU7gECBAYUiB8FtR+boQE0rY9PkfS8WqAesxZM4827wqsUOfWtf2u+J/Za/aDFWozgvUdMdTUr2be1Wscns2cVe1z+7RRnK82vlKdr44R/XKGpblz92J+ufszXXcAOFO1xEpgEIHajbm23V5a274rbbx7+bp2TaDnh/y1SPQm8FNgu5f9vOtdjUDc/1stW9vXxJJrE2PM3Xd9ToEn19CTQm/kFea8+pwcxX11/Cdr8MW5juqXM7mrrmk8d82Ry+noehrbUdv0/tt5pPOfzSHN5+rfIZ6zcaS5XI1jpP4OAEeqhlgeE1j1gX4M8GCisxttadjtmGpY0nIvCoR1Y61EDa9PC2z3rafnX22+9FkexTaNaTVv+ewLbGuersXtvf0R3r2axvtuJG2z18Qd2sxQg7bM529dU7ttlnfXcRvTCmvnbrNtjY7ep/FsvY/69rwf4qidP425ZwwjjeUAcKRqiKW7QO3D3n1iA94uUKrtFzbv24EnnKDlA37C9IQ8kUBpfwpp2KOuFzM1PPK+PtvvEdL5f991ZQWBo3W1dz9cG3lt7MV8R62CQc+5WsZK245cizvcRxszrUVtbE/U7ExctfEftev9bIT5njA7yuvofinG3vXYm2vv2lHMq953ALhqZeVVFOi90RQnK9ycdTMKcY9iuMebxjar8V5erhEgMIZAuse0RmRPahU7bh9Nr9TleJY/LeJcte21W0sg1v+JtfakXMhr1JyuxBX6xpo96fn1uVpr9mSNWmO7o5Z7+Z6Ja2+cO+K9e8w0jzMOMb50nHjN628BB4C/TVxZRODKBvIUQYjRZnWvdlwHnO91NjqB2QXiXjF7Hl+OP+7zd9Qyjv1l3y/lnltDueuj25TiHnltl+IO5iH2ozaj12a1+Grr8dS6Gy2envUOuT3l2DPu0lir5VPK9a17DgDfkjcvgUUFjr6MndnYaz+8S6RxjDPzl8Z1jwCB+QXi/nB3Jvafu4X/jM/5GWez/BYYce09tb/91rh25SjuaB1ej9pei0TvngKxbr3G7FH73jH1yu2pcXoYPhWrea4LOAC8bmiEAQVsZO8WpfcH6Xa8K/UNfbfjvatldgIEviBg3/lCleX4ZYHRnvGa70pHMR+NcdT/7HroNe9d8Z3N68v9rtTiaD1ccb0S15V5W/rGGPccwrV4v2XM2HZvzHjP65oCDgDXrKusJhG4smFPkuItYZbcaj7Irn5Y3pKUQQkQWE6gtFctl6yECCwiUPM9Ik11xOe8JocecZe+T4Xx0zhq50v7pM7x79pxYnuvzwqcqftRze/KYPS1VBtf6Tk8a1c799nx9XtPwAHge/Zmvkkg9yHyxEaWm3sv1Sfi2Zv3zmsj5BRjOKrFHR+Wd9oamwCB+wTCvnG0Z2xnj3vN9rr3BAh8R+DtfSDdt2Is6bVcJWLb9H64VtM37XP09948pT5H87eOV5rLvbJAqMVZ722/o7qWI7nn7jbGe2apHzXEkzrtxbdtUz/6fst0vrTF3tzpfX/PLeAAcO76ib5S4O6NLLeB7oV3dyx7c37xWurcUp8vWsmZAIG2/2Xy6f7CjgCB7wm8sQeEOUvfZ0r3YoWO4j6aI47T+/Uo9lHj7u0w63hH9RsxrxDz0bp6Ou6aeHLPaGs+uZrVxPC0i/n6CjgA7OtptJcFcpvZXWG1zGdDvasKx+PmPiyPe2qxgkDrl6IVcpbDOYHavcKaOuerF4EVBGb9Plcbd+0+GGpZO2ap7kffpWvn2MZd268Um3v/CBzV6Z+W7/yVq3cp7tU+y2vzKZm8Uz2zPingAPBJbXO9IpD7QLgaTMvmeVcMV3PQnwABAgR+CsT9umWP/zmCdwQIrCoQ94e38gvzt+5NZ2I+0+eMyVEurXG0tj8T85f6HNXnSYuztQ39SnmEe2fHfjL/dK5STjHXXE7xfjpe/DvXJ973uoaAA8A16iiLvwVKG9pbQKtupCNav1Xju+dl3SZc+lLUNpLWXxeI+3fuGQzXY5uvW8mfwCoCuec95DfK8x7jKMUa6xHbxvcjvR7FP3LsIzmuEsud9Q5jl9ZbuHfn/HfU6ExOJYPZ8r/D9CtjOgD8SqXl+ajAypto6cPjUeQPT7by+vpwWaU+qMDRl+xBwxYWAQIdBUb83I0x5b6XxfsdGboNlYs5TjBy7DFGr20Cb9c0zF9ad+He2zG2iR7/7y4u5ZvONVveaez+bhdwANhupseAArkN7s4Nbe+D5M75BmQXEgECBAgQIECAwIsCs333zH1nj4Sz5RPjnvl17zfNmXxGr12ML7cGc9fPWDzV52rtoslT8ZrnfQEHgO/XQAQTC3xt05zxgzEsr1njnvjREDqBpQSufsFeCkMyBD4m8LXveneW9+j7GOs79ctjp/a5OqVtyqONfTfkkctx7Mj3ozubzyr13FdxNSfgADAn4/o0ArkN3KY2TQlvDTS3Pm6d1OAECBAgQIDAdALbH9K+S/Yr4dH3Mdb9rK+O9IVabJ/1q2Zv9481O3rOYpyxfXzv9TsCDgC/U2uZErgkUPuBcmmSjp1ni3cv9RVy2MvLNQIECBAgMKqAH8b9K3P0fYZ5f3MjHguEdXe0No9HGatFfJZKecU2Y0UumqcEHAA+JW2eWwRym5uN7RbuaQbNrYs0gVnXyKxxp/b+JrCKQNhrPJOrVFMeBAi8IWAPfUPdnFEgrL+a3w2x/SyvnqtZKvV8nA4Anzc3IwECNwnUfoD7ULypAIYlQIAAAQIECFQI+C5WgaTJIwJxLdb+jngkKJMQuEnAAeBNsIZ9TyBu4u9FYOYnBVo+rEdfG2kuo8f6ZI3NRWAEgfBMps/oCDGJgQABAjMIbPdP33FmqNr3Ytyu0yBgrX5vHayesQPA1Su8cH5+iI1V3Kc+IM/W/an4zlZlm9f2/dlx9SNAgAABAgQIvC0w+vewt33MP4aAdTpGHURxn4ADwPtsjUxgGYHcYdRTH5K5+WuAn4qxJhZtCBAgQIAAAQIECBAgQIDAGwIOAN9QN+dtAg57bqN9fOArh34xWOshSnglQOAugbBX2Wvu0jUuAQIECBAgQIBALwEHgL0kjfOoQO5wyA+xc2VIPWt/yNa2a40ojaW1b2x/V2xxfK8ECBAgQIAAAQIECBAgQGAmAQeAM1VLrFUCDgGrmP7baO+w7Q2/vTjqs/jT0qFfq5j2BAi0CoR9psd+1Tqv9gQIECBAgAABAgSuCjgAvCqo/+MCfnz1IX/TscfcDvz6rAOjECBAgAABAgQIECBAgMD6Ag4A16+xDAn8Emg5gGtp+2ui/7vQY4wwlEO/nLDrBAgQIECAAAECBAgQIEAgL+AAMG/jzoACNQdJox4SbWMfNc6rcW3zvLqMrsZzdX79CRAgcCQQ9j171ZGS+wQIECBAgAABAm8KOAB8U9/c3QVG/QG2dyi2vTZC7LUx7LXb5nO1uHtzXB1TfwIECBAgQIAAAQIECBAg8EUBB4BfrPqiOdccGPU+pOpJGWKryaHnnOlYrXPfYdkaQxq/vwkQIPCEQNin7tj/nojdHAQIECBAgAABAt8VcAD43dovl7kfZP1LmjPNXW+NwIFfmxivNi+tCRAgQIAAAQIECBAgQOCPgANAK4EAgf8K9DrUy3E6vMrJ/JX910TM8mbuECBAgAABAgQIECBAgEC9gAPAeistCdwqsNphz2r53Fp8gxMgQIAAAQIECBAgQIAAgRsFHADeiGvo/gLhUOnuf6nWP+r9EVc9IFs1r/0q3ne15Jg+A6V290VnZAIECBAgQIAAAQIECBCYScAB4EzVEut/BeKBR3oI0koTx2jtt0r7kP8Vv9Th65apxZm/W+uwbR/eq8EZeX0IECBAgAABAgQIECDwHQEHgN+p9XKZOvS4VtLaQ0DO15yf6B0PBdXqCW1zECBAgAABAgQIECBAYD4BB4Dz1UzEBLoJODDqRtl1oLN1cRDYtQwGI0CAAAECBAgQIECAwDICDgCXKaVECBAYRSAexJ2Np2f/s4eJZ2MftV8wZTFqdcRFgAABAgQIECBAgMDdAv++ewLjEyBA4EsCVw/veluNFk/v/IxHgAABAgQIECBAgAABAscCDgCPjbQgQIAAgYkE/Eu/iYolVAIECBAgQIAAAQIEHhFwAPgIs0kIECBAgAABAgQIECBAgAABAgQIvCPgfwfgO+5mHVBg+59K+ldEAxZJSM0CX1rH22e4GUsHAgQIECBAgAABAgQILCrgAHDRwkorL1B7SBDafenwJC/mTotAWDPbNWYdtQiea7s1PzeKXgQIECBAgAABAgQIEFhTwAHgmnWV1UbA4cAGxNtbBRz43cprcAIECBAgQIAAAQIECBBoFHAA2Aim+bsCDvLe9Tc7AQIECBAgQIAAAQIECBAgMJ+A/yMg89XssxE/ffjnX3F9dqlJfEKBmuf16T1kQkYhEyBAgAABAgQIECCwqIB/AbhoYaV1XqDmIOH86HoSIHCXQHx2HfTdJWxcAgQIECBAgAABAgRmFXAAOGvlxH1ZIB4WXB7IAAQIDCUQnm2HgEOVRDAECBAgQIAAAQIECLws4D8BfrkApq8X6HFgF8aI/1M/s5YECMwm0GO/mC1n8RIgQIAAAQIECBAgQCAn4F8A5mRcH1LAj/ohyyIoAkMKhP0i/ZeA9o8hyyQoAgQIECBAgAABAgQeEHAA+ACyKQgQIEDgHQGHfu+4m5UAAQIECBAgQIAAgbEE/CfAY9VDNAQIECBAgAABAgQIECBAgAABAgS6CjgA7MppMAIECBAgQIAAAQIECBAgQIAAAQJjCTgAHKseoiFAgAABAgQIECBAgAABAgQIECDQVcD/DsCunAYjQIBAvUD6f6Ai7eV/b12q4W8CBAgQIECAAAECBAgQuCrgAPCqoP4ECHxGIHdg1xsgzOMQsLeq8QgQIECAAAECBAgQIPBdAQeA3629zAkQaBB46vCvIaQlms7g6jB2iaUmCQIECBAgQIAAAQKfFvC/A/DT5Zc8AQIE3hOY4fAv6MwS53uVNDMBAgQIECBAgAABAqMLOAAcvULiI0DgcwL+xdl4JXcIOF5NRESAAAECBAgQIECAQL2AA8B6Ky0JEPiwwN2HcmH8+D8fZh46dYeAQ5fnseCsg8eoTUSAAAECBAgQINBRwP8OwI6YhiJAYG2B2kNABwR16yB4zmYV4q1dB3UKWhEgQIAAAQIECBAgQOB+AQeA9xubgQCBjwnsHRCVDrr22n+FbOTcSzX7Sn3kWScw8jquy0ArAgQIECBAgACB1QX8J8CrV1h+BAgMIRAOCOL/pAE5OEg1xvpbbcaqxwjROBQeoQpiIECAAAECBAgQOCPgXwCeUdOHAAECFwQcLF3Ae7hrqFV66KN2DxdggumsiQmKJMRlBdL9+WySnuGzcvoRIECAwGwCDgBnq5h4CRAgQOBRAT8OH+U2GQECBKoEehz+hYnCOPb5KnKNCBAgQGByAf8J8OQFFD4BAgQIECBAgAABAgQIECBAgACBkoADwJKOewQIECBAgAABAgQIECBAgAABAgQmF3AAOHkBhU+AAAECBAjcL9DrPze8P1IzECDQIuA//23R0pYAAQIEZhbwvwNw5uqJnQABAgQIECBAgMAHBcLBXXownzvIS9ukTLn2aRt/EyBAgACBlQQcAK5UTbkQIECAAAECjwk4QHiM2kQEdgXOPoNn++0G4SIBAgQIEJhEwAHgJIUSJgECBAgQIPCOQO5fEL0TjVkJEKgV8OzWSmlHoJ9A+tw5bO/naiQCPQT87wDsoWgMAgQIECBA4FMCftR8qtySXUjAs7tQMaUynEB6+BeC274fLmABEfiYgAPAjxVcugQIECBAgEC9gB8v9VZaEhhJwLM7UjXE8mUBz+KXqy/30QQcAI5WEfEQIECAAAECBAgQINBdwL/+605qQAIECBCYSMAB4ETFEioBAgQIECDwvoBDhPdrIAICJQH/4qik4x4BAgQIfFXAAeBXKy9vAgQIECBAgAABAh8RcHD/kUJLczgBz95wJRHQhwUcAH64+FInQIAAAQIECBAgQIAAAQIECBBYX8AB4Po1liEBAgQIECBAgACBTwj4z38/UWZJEiBAgMAJAQeAJ9B0IUCAAAECBNYXcJCwfo1l+A0B/wniN+osSwIECBAoC/y/8m13CRAgQIAAAQIECMwh0OPQ1mHRHLUWJQECcwlc3Z/tzXPVW7RjCjgAHLMuoiJAgAABAgQGFPADZKyiXP1BuZdNOqZ67wmNey2t3bhRrhNZ6u1ZWaeud2SSrpWz45fGsP7Oqur3NQEHgF+ruHwJECBAgACBQ4HSD43DzhrcKvBkbeJcflzeWlKDTygQn40YenjvOYkaXp8W2K7HdH7rMtXw99cFHAB+fQXInwABAgQIECAwgUDpB97d4ce5/ZC8W/r8+LFG2xHUbCty/X3O+vrIRiDQX6C0Xu0P/b2NOLaAA8Cx6yM6AgQIECBAYBABPxTeKUTpx9vTEYVYrIOn1c03ksBIz+NILmIpC4R9c8S1k4vJPl+up7vzCjgAnLd2IidAgAABAgRuEMj9ILhhKkMeCJytxZkfb7VzhXZnxj9I1e0bBNSpL2rpGWHd13rF0eIa2a6jeL2U87ZPqW2Pe3vz1cTZY25jELhTwAHgnbrGJkCAAAECBAgQaBbY+/FVGqTHD7N0jNb5S7G5d7+Aer1vHGqQPkP3R2SGWQXOrJNcnyef/ThXLpZZ6yHubwk4APxWvWVLgAABAgQInBDwhf8E2oku8QdWTdc7axLHzsUTr8d2NfFq86yA2jzrbTYCbwiUnvO4T/eOK45bmrv3nMYj0EvAAWAvSeMQIECAAAECBAhUCcQfUKFx+BGVvj8a4MkfXUexhbifjOfI5ov3W9bOF3165My4h6IxnhYo7c091nQcozTP0zmbj8CRgAPAIyH3CRAgQIAAgc8IxC/0n0n4hUS3xtv3uZDe+pEV5i3FGO69FVvOynUCvQRKaz+dwzOQavh7dIHSeq1d8zHHtH1p3NjeK4E3Bf795uTmJkCAAAECBAiMLuALfb8KpT+UWkZ9uwZH85/Nq8VA298COfejev0eyZU9gZzvXlvXCKwiEPaP9H9a8grPjOemRUzbpwUcAD4tbj4CBAgQIEBgSAFf2u8tyxnf+CPs3sjqRj86VDqTX93MWhF4XsB6ft7cjGMKnPkcCs+PZ2jMen49Kv8J8NdXgPwJECBAgAABAjcLtP4QOjpsuznc7PAxrlw+8Xpslx3IjcsC0Xo7EPutSPv7nG37SHoQWEcg3Vtqn5HQLu23joZMZhXwLwBnrZy4CRAgQIAAgW4CuS/zvrhfJ87Z7o0cvGcwP4qxJec9B9cIvCVwZu0ePQ9v5WJeAncJtHxWnXmm7orbuAQcAFoDBAgQIECAAAECtwi0/PCZ7RDhKN6W3G/BX3jQnO1RTRYmkRoBAi8I1B4E5vasF0I25ccFHAB+fAFInwABAgQIENgXcJiw71J7teUHz6zWR3G3GNS6akfgLoHSes2t9dz1u2I0LoERBcJz4FkYsTJi2go4ANyKeE+AAAECBAh8SqD0o/dTEB2TrTVd4UfTUQ61Fh35lx4q5+nH97Wy51zDqMG2dP/azHoTWEeg9HngGVqnzjNn4v8IyMzVEzsBAgQIECBwi4DDhHOsLT9wzhi3jL+XwZk598bZuxbGzsUXr985/15MrhGoEYjrc69tac2W7u2N5draAqV1tHbmsiMwj4B/AThPrURKgAABAgQIEBhSIPzwq/3xFw4Nzhwc1I5fAuoxRmn8o7xanErzfPVern5H7l/1qsk7Zxr6RtdSm5o5tPmuQFxDXxPI5e1Z+tpKGC9fB4Dj1UREBAgQIECAAIFpBFp+0OR+FD2ZbEu8Z+KqyfHuGM7Erc/3BErrMK7jXJt4/3tqMiZQJ+AZqXPS6lkB/wnws95mI0CAAAECBAYSyP24HSjEYUNpsfvaD6GQ75FPuP81lyuLOefJ8Ipqvm/OO9dj215dclKuEyBA4D0BB4Dv2ZuZAAECBAgQGFDAD9dyUbY/9Eute1qGsVrmLsX1xL2YeynmcC+2eyImc6whUFpTuQy36+zMGOnYR/2t7VTL3wQIEBhDwAHgGHUQBQECBAgQIPCwwNEP2IfDGX66Vq/tgUOPBM+M2Rp3jzjTMWLMuTjC9dgm7efvfwRydl90y1n8o7X/19l++6O5SuCngPX108M7AqMK+N8BOGplxEWAAAECBAgQGEAg/LDz4+56IUqHVXzbfUue7aPpQYAAAQIE1hdwALh+jWVIgAABAgQIbARyBy4OFX5C5Zx+tvr9bhTHs/H/zqjPlZLLaLH2yfj6KFyuG74xQmmtvxGPOZ8XsAaeNzcjgSMB/wnwkZD7BAgQIECAAIGPCTh0ua/g4Ucx32u+Xz5YGH39jFyb3HM3cszXnhS93xTIrbc3YzI3AQeA1gABAgQIECBA4G8BPwL/6nIwNYpj7sfXCPGFGPbiC9dGiG+UDWHPaJTYvhzHjGu0tJZy92bM88vrcqTcc2tqpBjF8k0BB4DfrLusCRAgQIDAZwV8Md8vfa1L7vAqjDrKD+baXPYlnrmacwyxj+L4jETbLGzavK60/rp1aR/5uk26rkpOaTt/j/MZqRbfFXAA+N3ay5wAAQIECBD4P4Ev/5ir/fEWjXLt4/23F1UuvhDXKDG+bTTD/KU6zhD/NsaafJ5en0/PtzWZ+X2pnlxnruz12Etr4/roRiBwTcD/EZBrfnoTIECAAAECBKYVqP2hMssP2lI+I+YwYkwjL+YZvcKaLK3L1LumXU2b4HRkdXQ/jWuFv5/MN9Y8vq7g15rDk96tsd3ZvvR8ftXkTm9jtwv4F4DtZnoQIECAAAECBKYXKP1QicnV/mCpbRfHveO1lM8I8d2R86pjlmo5Q853xb83bm5t77WNdrk+8f6qr9u8S0Y9DcI827l7jm+sMQRK60n9x6iRKP76ywGgVUCAAAECBAgQIPBLYO8HS+kHzq8BHrhQE89eHg+EZooPCtSsx7MsLWOX2rY+D+lYrX3P5vpUv1I+ad5PxWOeeQVK66W0zubNWOSzCjgAnLVy4iZAgAABAgQI3CAwy4+V0g+uyDJLLjFer3mBp2q5XVdH827b5zM4f6dljlLbo1y2EW7HCu9bx9iOeff7bcyt88X84ute/zNzzGC3l+vRtTMWR2POdP8o/9I6milPsa4j4ABwnVrKhAABAgQIECBQLRB+mKQ/Xo5+qKRt00mO+qVtn/x71LieNDBXm8DeGk+vpWsqvV47S9o/9KkZo9TmzHi1sc7YrmRVm08YY+u67Zu732P+7VzejytwVO/cOhk3I5F9QcAB4BeqLEcCBAgQIEDgvwJHX9i/xjTrD5SaOqZtZs3za+sx5JvWbbT8z8Z2dv2V5msds7X9aPajx1Oq1eix945v9bVWU+vVDXqvGeM9J+AA8DlrMxEgQIAAAQIDCviiflyU3A+eN+xysZSySPu8EXMpNvfWFTi71tL1uqezN26pz177vXFdaxMombeNpPUsAjU197zNUs1vxukA8Jt1lzUBAgQIECBAYCqBmh9eNQml4/ihViP2fpun6hTmSdfH2cyvxHs0/97YpT577c/mNXq/XvXL5VlyzvWJ179Uh5jzSq+1tVfnlaq+Zi4OANesq6wIECBAgACBjUDtF/hNN28zAk/+0Kmp3Zkf/3HcJ3PJcLr8t0Csx5sY6VpoiSftd1f8e3OUYtxrXxtbadzaMd5ot5dzSy6hf0v7oxz34jnqM8v9nk4j51yT58p1Hrk2Iba0PupwXC0HgMdGWhAgQIAAAQIECLwgkH6xL00fv/TH19p+cczYPvaP171+UyCuh5rsz66ZljlCHHvzlMbYa1+TT2iTG/fKmLVz39EuxJ3LaTtfbbttv+37Wa22ebS+Xy3vmvWwWs6tNX+z/bY+4b16lCviALDs4y4BAgQIECCwsIAvimMWd/ul/ijK1va58fx4yMncfz1Xw6ef0VwcW4ErcdXOEefcm6s0xl77ONbRa2nco74j309N7swxnWdkD7EdCxytE7U+NryzxVF97px75rEdAM5cPbETIECAAAECBG4WeOpL9lPz3Mxl+IzAtr4j/njexriXypNxPzlXyLWU/9Ox7Nn3uFbK8cz4q7icyX2vT+o7s02ax16eM+e2l89M145qM1Mub8TqAPANdXMSIECAAAECjwr4wvgod/NkX63PV/Ley3Pv2nbhPPkje7R4SrmXYi312/qm7+8YMx1/pb/PGq9kUJNLWFOzWZWeg5jzbDnFuGd/ranN7Dk+Eb8DwCeUzUGAAAECBAgMJ+BL/PmSsDtvd9ST7ZFQ//uj/bAsrYFSrKV+ObXSeKHPmTFzc812/cu5H9XqaN0c9R/tfm0+1sTzlautTYhMfY7r4wDw2EgLAgQIECBAgACBDwg8+eOh5UfNB+hfS7G2Dk+tjbPztPQbLecnix+c9vJv8XsyXnPdK7C3FnIzWiM5mXuut9QmRKA+dXVwAFjnpBUBAgQIECAwqUDrl8hJ05w67NyP8tqkZvvin1uTs+XRUp9czrVjpO3Ssa6YpeOk42//vjLHdqzwPoy3N/fZeWr77c25F1+MMXdv9uu1XrPn+Xb8Izt7Ft5eHfvzt9QljjDyOosxjvTqAHCkaoiFAAECBAgQIPBRga98iT/zA2eFJZHW94rBtu/2fcmqNYa0fWncM/fuHHsbT4tR6PtkbNtYvSdwp0DLs+A5uLMSP8duqUvsqT5Rou3VAWCbl9YECBAgQIDAAgK+OC5QxMVSWHlNnvlxF8p7tl9uaYTxap1r2+XmevJ6L6eZcn7S11w/BWrW22hrqSbmmOVosce4rrxu8x8hx21MtfmNEHttrCO2cwA4YlXERIAAAQIECHQROPsFs8vkBiGwEcitx1F/0OTi3aS13NtR63EX9NfyvcvRuH8ERlpPLXvYSHH3XEt7BuHaG/nuxVKb6xvx1sY2UzsHgDNVS6wECBAgQIAAAQJTCuR++Iz6oyYX75T4lUGPWos0/BBjr9rMkG+au78J1Ai0Ph9ffQ6C0xO5t9ZjW+MnYtzOufJ7B4ArV1duBAgQIECAwC8BXyZ/kbhwo8DVHz83hva5odNnP/yd1ia9NzrMNvbWeGfKtTU37e8VSJ+ZvZneXFtHsW3jfTPWbSwrvm+tR2qgNqlG378dAPb1NBoBAgQIECBAgACB/woc/QDyI6fPQjnreLZfn6ivjRJjP1pj6SyxT3rN3wRmF2h5BkKuX3sOQr6tRlfWxJW5vlabK85n+zoAPCunHwECBAgQIECAAIGMwNGPoNF/6Nzxo3H0nDOlHPoy06HL86ngnlyLR/vrHvyT8e3N/+a1kPueWbjWy2Vv/Jqce81fM5c2f/3lANAqIECAAAECBAgQINBR4OiH0Cw/eGaJs2PpDEWAQEagtK89tVeUYsiE3e2AKzf+LNdDjfb8wrUr9dsb88jkynxHY7tfFnAAWPZxlwABAgQIECBAgECVQM0PIT98qig1IkCAwP8EavbW/zX+vz/stVuRfu/Vo5/l0yM5AHxa3HwECBAgQIDAIwJnvqA+EphJlhQ4Wm9+jC5ZdkkR+LzAdm9L98LtvRasdJyWflfmbJlnxrbBZs81XKtx2+t75FAz7tEY7vcTcADYz9JIBAgQIECAwOACvogOXqAJw6v5QWTdTVhYIRMgcCiw3du2+2HtwVI60XaM9F7p720spbbu/RYo1aq1Jmrx23eUKw4AR6nEiTjSB9FDdgJQFwIECBAgQIDABYH0u1huGN/RcjKuEyAwi0DNXncll7Pj21/b1YNZrXdtuxiFekSJcV8dAI5bm2Jk24cxvPfAFcncJECAAIEPCWw/Jz+U+iOpfv17R+368t3skeVoEgIEBhCo3RfTUM/0Cf3trali+9/Br2Rfurc3m3rsqYx5zQHgmHU5FVV4UD18p+h0IkCAAAECBAhUCdT8MPJ9rIpSIwIEJhY4u8/V7KE5lrNz5sZz/adAa23U46ffDO8cAM5QJTESIECAAAEClwV8UT1HGNz2fhSEa18y3TPYE/2SyV7+rhEgQCAKpPth7R4a+8bXdIx4zeu7Amryrv+V2R0AXtHTlwABAgQIEBhO4OyPjOESmSCgrxwC1qwpP4gmWLBCJEDgUYGavTMXkD01J9PnevBtrY+a9LF/cxQHgG/qd57bA9kZ1HAECBAgQIDAfwXO/FBYga72x5HvYCtUWw4ECLwtYC99uwL786vLvsuMVx0ATli12i+jE6YmZAIECBAgcIuAL6/XWYPh3neQcG0137089wRXy3svR9cIECBwt4C99G7h/fFzn+uxtbpEiXVe/71OKt/OxMP57frLngABAgT+CNQe3PA6J5D7vrGKe8ijNpecxTlZvQgQIDC3QOueGNrH/5k787mj36ubusxd01L0/gVgSWfAe7VfSgcMXUgElhBIn8G9D8wlkpQEAQIETgiE/XHWfTHd249SnzXHo7zcJ0CAQE4g7HvpPpnbB7fttuPl+m3bef+sgLo86/3mbP/6u9j/eTMAc7cJpBtv7KmEUcIrgXsFPH/3+hqdQA8Bz2kPxeMx9pxjr5m+l5TyiPnE15nyijF7JUCAAAECBAhEAf8CMEpM8NryJXWCdIRIYCoBz99U5RIsAQI3C4TDsNy+GK+PeGAWY2vhGTGPlvi1JUCAAAECBAgEAf87ACdfB76UTl5A4U8hcOYH4xSJCZLAYgKe1WcLevQdJNRjlJqcjeUox2fFzUaAAAECBAgQOC/gXwCet3u05yhfoB9N2mQEBhAoPXt+GA5QICEQOBDwnB4AXbwdfEv7ZBg+3n+jFnHu1jTfiLU1Ru0JECBAgAABAi0CDgBbtAZr68vpYAURznICpR+Onr/lyi0hAgROCoT9sLRfxmHTNnfvoelccf6a17vjqolBGwIECBAgQIDAHQIOAO9Q7Tzm2S+xncMwHIFPCZSeOz8QP7UUJDuJQOmZnSSFqcOM+2JtHWK72K9H8nHM1rF6xtA6t/YECBAgQIAAgacEHAA+JX1yntyXWV9WT4LqRqBCIPfcVXTVhAABAp8WiN9PavfR2na9UWOcvcc1HgECBAgQIEBgVAEHgKNW5u+43vpSPDCJ0AjcLnD03PnReHsJTECgm4DntRtl80DR/mhPbR74YocY18VhdCdAgAABAgQITCfgAHC6kv31ly+vExZNyFMIHP1Q9exNUUZBEiAwkEDcN4/21ztDjjHcOYexCRAgQIAAAQKjCzgAHLRCb35RHpREWARuFTh65vyAvJXf4AQuCRw9v5cG17mLQNxDn6xVnLNLAgYhQIAAAQIECEwu4ABwwAKWvhz7MjtgwYQ0vUDpmQvJee6mL7EEPijguR2z6GldjvbeMxmk45/prw8BAgQIECBAYFUBB4CDVbb0ZdiX2sGKJZwlBErPXEiw5rnbjlHTZwk8SRAgQOCCgL3yAp6uBAgQIECAAIFGAQeAjWBvNfcl+S15864ssD242+aae+6O+oX7ub7bObwnQIAAAQIECBAgQIAAAQJ3CzgAvFu4YfyjQ4WGoTQlQOCiQDzA81xehNSdAAECBAgQIECAAAECBF4XcAD4egn+BFA6ZIgHEYOEKgwCSwiUnrmQ4NH9JRAkQYAAAQIECBAgQIAAAQKfEHAAOHiZHf4NXiDhnRZoPWA78yykc6T90+unE9CRAIEhBDzPQ5RBEAQIECBAgAABAoML/Hvw+D4RXu7HS3pg8QkISX5GILfmSwAtfULbbfv4Pr6W5rp6z7N7VVB/AgQIECBAgAABAgQIEOgp4F8A9tQ0FgECrwo8cbh3lKDDvyMh9wncL+A5vN/YDAQIECBAgAABAnMJOAB8uV65Aws/Xl4ujOmnEsg9R08m4Zl9UttcBAgQIECAAAECBAgQINAi4ACwRatz2xEOLTqnNPxwqbkDm/fKFezTWtREslevljFi/zNzl+KL45bauEeAAAECBAgQIECAAAECBN4UcAD4kn7p4MKBwj1F2ZqH96zvsa4Zdc9+W6M4Tkvb2Cd93fbfvk/b5mJI24S/S2Ns23pPgAABAgQIECBAgAABAgTeFHAA+IJ+6YAhHiqU2twZcpz/zjlmHPtqPbier/rWrqUW275HUdSO3Tru0bzuEyBAgAABAgQIECBAgACBOwUcAN6puzN26YAhHiqU2uwM2fXS3twxrq4TTTTYnklr+GGMrzvWmAWj1Ds1S68fjZX2O2rbcv+ucVti0JYAAQIECBAgQIAAAQIECLQKOABsFbvQvnSAMfLBgsOrC0XXtVlg+yyUnpvt4Nu+2/tn39817tl49CNAgAABAgQIECBAgAABAi0C/25prO15gdIhxgyHC6X4z6voSaAs0LLuejxH2zHC++21csTuEiBAgAABAgQIECBAgACB8QT8C8AHalI6xNg7XAjXSn0eCNkUiYB6JBgP/dmy/veeoSth9h7vSiz6EiBAgAABAgQIECBAgACBHgIOAHsoFsYoHWSUDhpK9wrTnb5VivP0oAt1bKkHy/OFb7Frqcn5iPQkQGBkgZY9Y+Q8xEaAAAECBAgQIEDgbgEHgDcJH/0oGe3wIsZzFPdNXK8NG/KNuT8VRM746TieyrdmnpzJXt8vO+15uEaAAAECBAgQIECAAAECBI4EHAAeCZ24f3SYMeIBxlHMJxiG6xLcz+aZ9ivVL223BSjdC23D/dLY2/FWeH9kkub4NZs0d38TIFAvYK+ot9KSAAECBAgQIEDgOwIOADvX+uhAY6QfJkexpjQjxZ3G9cTfW6fwfuuxbfNEXLPP0WK29Z49d/ETIECAAAECBAgQIECAAIEnBRwAdtQ+OtAY4RDjKMY9jhHi3otrlGtnTEeJ/Y04WryurL10nivjvGFkTgIECBAgQIAAAQIECBAg0FPAAWAnzfSwYW/Itw8gjuLbizkurtvwAABAAElEQVRcezvuXFxH11vybWl7NK/7eYEW5yvrbm+ecO3KmPms3CFAgAABAgQIECBAgAABAuMLOADsUKO9A4d02LcPHo7iS2ONf78dc4zjzOuZfM/M07vPzOYli5Z6XDVomasUs3sECBAgQIAAAQIECBAgQGAlAQeAF6t5dOBw9UDjYnjN3WeLtznBDh22RuH90To4mnY75lH7We63uFwxaJlnFjtxEiBAgAABAgQIECBAgACBXgIOAC9Ilg4drhxmXAjpVNeZYj2VYMdOOavc9dIaiWHl+sb7s77W5B5yu5L/E3PM6i9uAgQIECBAgAABAgQIECAQBRwARomG16NDhysHGg1hVDcN8WxjHi3G6mQqGu7lW9HtsEmr2dZ8b4LWMffGmPXa1dxrfIPN1Xlm9RU3gdUFaveA1R3kR4AAAQIECBAgQKBGwAFgjVLS5ugHx6iHDaPGldB2/TOX7179cm3PBrQ3x3as3nNuxx/5/dXca3xD/lfnGdlQbAQIECBAgAABAgQIECBAoEXAAWCD1tHBgwOHBswFmx6tj5jyV9ZJyDM16ZF3Ol703HvtMdfeuK4RIDC2gGd/7PqIjgABAgQIECBA4D0BB4AV9jWHDn50VEAu2qRmfcTUv7ZOeuVba9xrvlgvrwQIECBAgAABAgQIECBAYAUBB4AHVaw5eHDocIC48O2a9RHSt0bOLwLG5+30JECAAAECBAgQIECAAAECQcABYGEd1Bw8ONgpAE5yK9T5TB2tj3sLXOMbIjhTu3sjNzoBAgQIECBAgAABAgQIEBhLwAHgTj1qDh4cOuzATXAp1K2mvkepHI1hfRwJlu8f+cbeTzrXxhRjS1+fjDOd198ECBAgQIAAAQIECBAgQCAIOAD8G6H1h70f8x6ekoD1UdIp36t9Fu82ro2jnM0/d8N4d8f8z2z+IrC+QO9ndH0xGRIgQIAAAQIECHxd4PMHgK0/IvyI//ojU87f+ij7lO7WPos9jGvnKsXbei/M2SP21nm1J/AVAc/XVyotTwIECBAgQIAAgTMCnz8ArEXzw6JW6hvtwnpID5Gsj/N1Tx1Lo7QY145Zmu+Oew4B71A1JgECBAgQIECAAAECBAgcCTgAPBL6+37LwUPFcP9t0vuA4o4Ya3P5ajvm5yrfuvaPnFvHOxd1v14OAftZGokAAQIECBAgQIAAAQIE6gQcABacjg4eCl2Lt+44sLhjzLvyL+K4ubRA6zo9WoOt4/XAPYopneON+NL5/U2AAAECBAgQIECAAAECBIKAA8CdddDyA3+n+zKXwuEFi2XKOVUiI6y7HjGEMRwCTrX0BEuAAAECBAgQIECAAIElBT5/ALj9gd7jR/+SK0VSBB4QePL5e3KuLZ3D9a2I9wQIECBAgAABAgQIECBwp8DnDwAD7tMHAWE+/yrozmWdH5t73uaJO6W1f+Y57D3eEwbmIECAAAECBAgQIECAAAECTws4AHxa/P/mO3PYkQv1rkOtnjHmYn/q+l1GT8VvnrzA6Ou0dEiZz8odAgRyAvbznIzrBAgQIECAAAECBPICDgDzNtPcKR2AtPxQKo0zDUYSaEvuSTd/3iyQOxAL9VptDd5MaXgCBP5PwN5hKRAgQIAAAQIECBAoCzgALPssf3eVH00O+9ZYqg4B16ijLAgQIECAAAECBAgQIEBgLAEHgGPVo3s0e//aaoVDv94Hfg6eui+94oB767LYwU0CBAgQIECAAAECBAgQIEDgtIADwNN083Sc/cCv92Ff7vCpxzyzWz+5qkt14PhkJcxFgAABAgQIECBAgAABAqsLOABcvcID59fjwK0lvScOlXrm9ES8LX7anhPouSbORaAXAQIECBAgQIAAAQIECHxdwAHgIisgd8gw6iFSLt7e5Rg1/5o8g9HM8dfkGPLbWwur5L6XW42LNgQIECBAgAABAgQIECBAoKeAA8Cemi+NVTpkSO+tfpgU+L+Q40vL7PFpZz8ETJ+9LZ51uhXxngABAgQIECBAgAABAgTuFHAAeKfuYGPPfqCy5XSIshWZ832oY+mw7I6s0vl6raN0zFLMveYrzeEeAQIECBAgQIAAAQIECBBIBRwAphr+fkzgzKHP3QcnV8avPfx5DHiyiXLrIbheqcsew7ZWZ+fYjrM31/Za71y243tPgAABAgQIECBAgAABAgT2BBwA7qlMcu3MAcRIqcXDkNnzCKYxlzO+K+R/Ju/aPsHnim/tPC3tztRstBxa8tWWAAECBAgQIECAAAECBOYWcAA4eP3OHDQMntKv8OLByFGuIx4E/Uqm4cJRvg1DLdE0rINVTeIaX6JQkiDwosCqe8SLpKYmQIAAAQIECBD4iIADwAEK7QfNnyLUHAAFqxUOU2pqvkKeAzxeP0Kocf/RocMbdeyAaAgCBAgQIECAAAECBAgQuCTgAPAS37nObxxChEhnOIiIMZaM4r3Y9lwV3ukVYz+afcbcjnKquR/yrjWqGa+mzRnrUpxnxquJUxsCBPYFPHP7Lq4SIECAAAECBAgQSAUcAKYaD/z95OHGzD+KSgcssUzRcoY8Y6wx9tzrDLnkYu91fVv7UU1GjatXHYxDgAABAgQIECBAgAABAusIOABcp5b/y2SVg4ntQdD/Etz8EQ7XRs7Z4d+mYBVvR65nRfiaECBAgAABAgQIECAwgUD6W81vkAkKJsRLAg4AL/E90zm3EaWb1TORPD9LzP0o13A/tr0SZW6eM2PnxtrGd2bs7RjeHwvU1uN4JC0IECBAgAABAgQIEJhdYPv7ILz322z2qoq/JOAAsKRzw72woWw3mjiNzSZK/H4tucXWVzfsXF3C+KV7sW6lNjHG7Wvsu73ufV+BM7XpG4HRCBAgQIAAgREEct8JfCcboTpiIEDgCwK5fTiXu/05J9N+3QFgu9nlHncu4DvHvpz4xQFibqUNI9yL7S5OV929FE9ukKdjzMXxheul+qjDF1aAHAkQIEDg6wKl7wLR5o3vkHFurwQIEJhVoGZ/vZqb/fmq4D/9HQD+Y+GvSQTioU1us5lhg5ghxkmWQzHM3BoJneI6Kg7gJgECBAgQIDCdQOnzf7pkBEyAAIFBBOytgxTiQhgOAC/g6fquQDjAyW1C8frIhzwxxpziyLHnYh7pesmX7UiVEguBOoHSM103glYECKwucHWfCP19R1h9lciPAIEzAlf31zNz6tNfwAFgf9NHRvQA/mEOX9JKFjN/kSvl5ctp+TFjV/ZxlwABAgQIrCZQ+uxfLVf5ECBA4EsCfvv2q7YDwH6WRnpJoNch4NE4L6W3O23pS+7XN0g2u0vGRQJLCnx9v1uyqJIicEKg9Nm/N1zcO/b6hWvx/l7fmmvpuFfHqplPGwIECKwgYL+8v4oOAO83fmyGLz8wIff0y9YWvfbLXDQsjZWOHdun1+LftWPE9r1eS/OW4u01/1vjlPIOMa2c+1vm5iXwlMDR8/1UHOYhQGBegb3vAeFa7/1lO154vzf3vJIiJ0DgiwJH+2Xc57Z7YMkq9im1ca+vgAPAvp6PjNbyUD0S0CCTHG1KLV/AemxGpTHequHRvKWYBynzrzCOcoodYrsZc4w5eCVAgAABAl8TiJ/fIe/Wz/DW9tE2zHm2bxzDKwECBFYTqNkXQ5t0344GNX1jW6/3CTgAvM/WyC8I5DacGMooX+hKG+Dehhnjv/t1O3cpzrtjqRl/G++ZPqPnWJOTNgS+KODZ/WLV5fw1ge3nfHi/9+yHa2nbvTY5u23fXDvXCRBYSyDdM9bK7P1sWvbg96P9VgQOABept4fsn0JGi9ymnrv+zwjv/hXjz0XxZPxhrqN4cnHeeb2nQTrWiLne6WhsAgQIECAwqkD6+VwTY+/P8FG/A9VYaEOAwDmB3vvIuSj0InCfgAPA+2xvGbn1y9AtQUwyaNjAV/QqfTCtmO92udXmeKb+27FL1tu4vCdAgACB5wS2+/WZme3xZ9TW7HPmO8OaErIi8A2BHp8hX5BKnXxmrlFxB4Br1LFbFqs95F/7QlfamNPadlswDw9Uk0NqcLX+2/nSsR9O3XQECBD4pMB2H+6JUBrbft9Tet6xwhrpsRbiWusx1ryaIicwhkB8HrfReD5/imydeu2HP2fx7mkBB4BPi1+Yb/sQxqF6bVbb8eP7XuPHeJ9+DfHHXJ6ee6T5SnXM+ZT6PJlbLr40hlys6fWacdIxt3+n/dNxt+28J0CAAIHzAulee36Uaz23Mdjzr3me6R3Mt3U4M85IffbysbZGqpBYVhfYewZXz1l+BFIBB4Cphr93BeJG6QvKLs8SF0etbVx7R8i18aftasfOzb3tn46d6+M6AQLtAttnrX0EPWYQGL3OMT57/Qyr6VyMobaxzudGONcrzGldnbPTi0CLQOn59gz+lCxZ/Wzp3WwCDgAnqVjuIXxys4oxPDlnr/KEmGP8vcY0zn0CLbU6ux63/Vrm3Ms87b8de6+9awQInBfwjJ23G6lnum+OFFcplhizNVhS+u69uD6+KyBzAgQIEBhZwAHgyNX5v9ie+jIRvszWzJW2mekLcG1+EyyJJUNM11VNgr3XXjpeayzbeLf907G3bb0nQIDAlwS2++OV3M/urT1iiGOcjeFK3vqOKRDXxJnoQl9r6YycPgTqBErPp2evzpBTndPorRwAjl6hQnx3PIRxzNImmYaUtot90/uj/R1jTOMeLcYvxXOmDrGGdzpt5zgTZxrftv92/LStvwkQ+Edg++z8c8dfMwn0qGPPfbM0VmussX1pzJlqJdZzAnEd7PWOa6PUZq+fawQI9BEoPXvx+ewzk1EIjC/gAHDwGuU2rJ6bVW6OVprtOD1jbI3lqH2ILY135FiPcpntfureEvubNdrOfTaHmG/ovx0z3vNKgACBVQSu7pVv7JN7c9bkEdvs9V+lnvJoF0jXQ/p3XC/piOFa2ia9528CBM4J7D1rcSTPW5T4+Voy+9nSuxkFHAAOXLU7Hr47xswRhrlG3lhHji1nOvv1M+tvxDqlMZ3JafY6ip/AmwLp8/dmHObOC1zZF0esb4ypJq/YJvbJK7mzikCs+TYfa2Ar4j2BZwVyz2aIwvP5bC3MNo6AA8BxavEjkqsbVqn/j4m8ITCowCwfzNs4PXuDLihhESBwu8DZ/W+7j94e6MkJYpw1ecY2sc/JKXUbXCDWuTXMsC72+oZr1kyr5rvtt3VUv3frEWff1iVej69H92O72tfV6756frV1XqGdA8DBqni0Ge09fEd9BktROASyAnvrO9t40BvbHPaez22bQVMRFgECBKoE9va5o44z74Mx9pq8Q5vY/sjE/bkESvVX87lqeTbavTWQXrMOzsr+tXtAfn60+3uusten6/d+NTO8IeAA8A31zJxHD1z4EDlqkxn6lcs+9F5hH3rSvTW8+jpZPb+hF5zgCBC4VaD1O8lq+2HM58gh3o/tby3KQoNHtxFTKsVWW+fQrjTOiHmLqU0g1rd2TbSNvmbraDZjdiF2tZ6xct+K2QHgAPWu3ehq251NyYZ1Vk6/FgHrrEVLWwLfFbj7M++7sn0yb6nP6vt+zO/IJNyPbftU4XujjOBXqvMI8X1vVYyfcbpmrJF8vVKnfKux76y4z1uzY6+51ugcALaKdWz/1ibnIe5YREMRIECAAIEPCbR8d/na942Q75HPij8Ov7L8j2r7tfX+lbqX8qx55rf903VkzWx11nhvn1+jjqtm4QDw4cqmm/4TU/tgeULZHAQIECDwhIDPtCeU9+do+f7y5TrF3Etefhzur7H0askvbZf+vdcn1iNtd+bvvbHTcXrNk47p7zkEYu2P1sheNmmfOM5eO9f6CvS0TmuYRhmu95wnHfuuv3O53DWfcd8RcAB4k/sbD9Bsm8xN9IYlQIAAAQIEOgm0fJ/xPeQf9GBRsgv3eP3jVfNXyStn3cM5N3aMuRRXbON1fYF0HRytmT2NtE861l7bL10rWaRmeyalvnvtz1wLcxzFcWZcfQjcJeAAsKPsUw//E5tZRxZDESBAgAABApMJtHyn8b1kv7jRJWcZrsc2+yN882rO66zGnc7qd7Yqa/dL18WZ9bztk463slzIM829lHfabs+k1Hev/ZVr27jjWCHGJ+OI8/Z8nT3+nharjOUAsFMljzahs9N46M7K6UeAAAECBAicEWj5TuN7yrFwMMqZrvAD8VjgeosR19nVmHJr4rqWEUYSSNfJ2Zof9UvnGCn3M7HU5DKiR4j7KK4zHk/1mTn2p4xWmccB4ECVrNnwBgpXKAQIECBA4BYBX0RvYT0ctMXdd5ZDzh8NSj8OgzvPH1zNb0q+zYNVdFCvCiRNfgmk66Zlv/010OZCHCsdf9Nkibcxz1Iye3vBmy7291K13HtDwAHgC+pvbkIvpGtKAgQIECBwWcBn52XC7AA1P6piZ3WIEu2vwS5n7UfiH8+cz5H22X5H44b727r1eAZy8fYYuyYnbd4XiLXOrYUzEYax4rhn+o/cp8Yp5L7XLl5b1eauuvG6S/bdcR0AdvLPbTgenE7AhiFAgAABAgS6C8QfRkcD+z5zJFR3P/d9MfQOteBc59jS6qppfEaujnMU893jH83v/jsCad3jWrsSyWr7SK1J6pjzi2PVtM2NUboexo1zlNqNdm/GmEcznCkeB4Adq3XXZtIxREMRIECAAAECBKp/pPhu03+xlH4khh9izH+aX/Fo6Xv0I7hXbY7m+Zm9dzUCb5u2rLNSPttxzubVa62WYn3iXk3+W7OauJ72eXq+GoOjNmdcj8Z0fwwBB4Bj1EEUBAgQIECAAIFHBGp+VIVA/AB4pBwm+T+B2nW5BxbWatq/Ze2m/fbGdm1sgRHqF2JoWXO1okdjlnK/K6ba2K+0K+WVjnvkk7bd/h3nuDLGdswZ30eHGWMX8zkBB4Dn3PQiQIAAAQIECEwlUPtF/+s/iJ4oajDO1SNc/1oNchYttWg16zFnS3yhbW7O1thb59V+TYG4bnLr6o2s01hifLVxpH1LfUrjhnu144Q5YtvSmKVYtvda59/2957A3QIOAO8WNj4BAgQIECBA4GWB+CPnKIxeP4KO5nH/9/9xCSa/BWrXY+36/j1D/ZXaWPZGfCK+vXld+4bAKIdO23Ue3tc+N9u+ucodjbcdp9Ym9jsaPxfXStcZrFTN37k4APxt4goBAgQIECBAYAmB+KPmKBlf+I+E7rmf+3Ea6vaVmpTWaOnePRX5PeqVOowQ/++M1rqSe4bWyjKfzShr7Gwctf1qnsO9seK12nWSts+ru0NgXgEHgPPWTuQECBAgQIAAgaxA/CGTbfD3jZofVaX+7l0XqP1hen0mIzwlUPPsPRXLF+Z5Yh8bsaalmJ4wubq2SvGnY/fIpXauOG9o32PeON6Ir60mI+YgpnYBB4DtZnoQIECAAAECBIYWqPliv/qPm6ELVBGcH6AVSB2bhOeh5rkpTXmmv+ewJDrHvadreGad3SmZi6fkkuuTxlnqn7a76+8Y49tx3JXf3rhfynUv/y9ccwD4hSrLkQABAgQITCIQv3BPEu5wYdb6+ZI/VulCPWprN1bk80dz9VlordvV+eYXXyuDp+rZss6eiulMJWvyOBt/6FczfmvcYcyzMbXOpT2BuwUcAN4tbHwCBAgQIECAwAMCNT98/Ih5oBAdp1j1h2fNWm1lfHptt+bwdHytftqXBUL90po/Vc90znKEf+4+FVeMJRffXhy5tnGs8LrXL71/9HfsXzPX0Vjp/XS8OEd6398EZhFwADhLpcRJgAABAgQ+KuDL9n7h0x8k+y1+XuX402O0d6E+rTUdLYeaeI5yHH2dHsW/ZzB6Tnsxu/ZboHcd07WUjp1e/x3F/pW0/36L8a/2zCEd64xnSSuMl45fajvqvd4mo+Yprt8CDgB/m7hCgAABAgQIEBhaoOXL++w/VIYuhOC6Coy+VlueuwAzej5di2ewJoHtWtq+rx3szTWWi7k1ptb2tTaxXRw/F29s1/IaxorjtvTTlsDbAg4A366A+QkQIECAAAECNwn4gXITrGFPCfT8AX4qgAudzsQe+3gOL8Av1DWuhx4pzbimQsypwdM5pPOlcfSoxwpjpD4r5COHfQEHgPsurhIgQIAAAQIEhhSo+eHii/yQpRNUQWDkNVvzzBVS+3HoUWq3d29kl714v37t6lo58htlPeTyPIrv6P5R/r3uxzhyefSaxzgERhNwADhaRcRDgAABAgQIELggEH/YXBhCVwIEBhEIBxSe6UGKsRPGUwdI1sAOfodLqWtLLdN+HcKYdogWsytJ8r6i97OvA8CfHt4RIECAAAECBIYVKH3Z9gV52LIJ7G8Ba9cymF2gtIbvyG3UPT3nMGq8tbVJ48/lGMZK29WOPVK7Um4xzpo2se0TryGe2d2fcKqZwwFgjZI2BAgQIECAAIGXBUpfyEf8YlyKt5ZyxLxqY9eOAIFxBXrsT3dlZ9+7S7Z+3FiD7TqJ1+tHmqflNtd5Ihdpi4ADwBYtbQkQIECAAAECLwiUvpiP+IOkFG8LXxxnxBxb8vh621jHPYcZahtiLOWwl1evazP49Mr16jhv1ehq3DPVOGc8Uw4t9Vo1rxYDbdcScAC4Vj1lQ4AAAQIECBBYTiD86PRDbLmyTpVQj/WXOzwpQVj7JZ1/7p2x/af383/1WE/PR70/40q57Ge4ztXZnpN15MfJxAHgOLUQCQECBAgQIECAQEbAQUgGZvDLpR+cXzs4SPMtuWxLau1vRcZ7n9Y2RJer77bdeJnkI8rllO/hzhcEatb01bVTM8cXrHvk6ACwh6IxCBAgQIAAAQI3CoQvv1e/QN8Y3q+hZ4v3VwIuELhJ4OxzHPv5IXxTYRqGranBdg+s6dMQwjBNV81rGOCOgcQ9pGXIK/U9M18a25W503H8/VPAAeBPD+8IECDwmED6wehD7jF2ExGYViDsE+m+MXoiV/e1mXIdvRbie1+g13qO41x9vt4X6RvB2f3xTsc7x+6rdzxaXHfHLbWYSaD3Gu2xTnrHNFM9nojVAeATyub4IZBuDB7wHzTefEggfQ5C2uG95+FDC0CqBAgQ+IDA9rMuTXn1z7xS7qlD+ncwqe0X263umPoc/c3iSKjvfd59PWcdLe5FV+O3nq4K1vV3AFjnpFUnge0GEd572DvhGmYKge0zMEXQgiRAgMDDAl/cK7+Y88PL6sd0qXfP76LpuD8mLLxJ549/144T2sU+hSncInBaoHYtnp5Ax9sF7qhhjzHtXbeX/tcEDgB/kbhwh0CPDeKOuJ4a80z+NsSnqvPcPGfWwXPRmYkAAQJjCNgrx6jD1ShGruM2tvD+yveu7Xgtdrl54/WasbdtYt+WOLQlsCewXVuxjTUWJeZ9vVLD3Lo40rgy59HY7tcJOACsc9LqhMDZjeHEVEN3OesQ+9kohy5vdXCxntUdNCRAgMAHBUp75cqfh7m8V855tOWdq8FenC1t9/qHa7W1je1a5kzbxv65OFwnkBNI11GujesEjgTsQUdCz953APis9/KzjfhB0RLTiBtUjH/E2JZf0J0SjDXsNNz/hsmNa638j8gfBAhMIpDbz2L49rUoscbrbPU8Wp+1VbmSd+zbGkupfRyzNn7tCAQB62audVDaA+7KxBq5S/b6uA4Arxt+foQrm0qPzeHK/NvixbF6xBXGjuNt5znzPozVK64z8+tzTqB2DdTWtmY8a+VcrfQiQOB5gZo9rXZ/fD76PjPmDFbPu4/euVGCbc59O2Jtu22/+L53HeN4V+MK8V0ZI8YR8/S6lsCVtbGWhGz2BPb2UHvCntR41xwAjleTaSK68sFwdoO4MmcLbJjnbIwt87S2HTWu1jy+0r52vR6ttdpxvuIqTwIE5heo3deO9sf5Jb6XwVdqeneecfzaZ6n3Sus1b8yjd3zGu0dAve5xvWvU3HPao449xrgrb+PmBRwA5m3cyQjkNpJM8/9dvrpJnJ33fwE0/hHmuxrz3pQ1Yz6d616crl0TqK1haT3UjnEtUr0JECBwv8CZ/ay0P94f8TMz5Fy+kPszwvlZgnHOP98rf+etmm3n7ZlTPtt+d0K82xz6jW6kMwK5NaROZzTf65Or43sRmXkEAQeAI1RhkhjObCJf/qA44xWXQnS7MkYcy+v5/8Ql1qHVsLZuufFr++fiyo2ba+86AQIE7hQ4s6fZx+6siLGjQFhnZ9Zn6D/qGo1xnc0r2nglkArEdZVe8zcBAvMJOACcr2aPR3zmC8RoHxI18ZzJs7UYNXG0jql9WeBKXUPf1prVzrc3bm3fUsZ745bau0eAAIERBUr74Sr7XC7HVfIbcV1djWmm2pRiza29qz76zy/w9bWR5l96hkavdJrHNtaZ89rm4n27gAPAdrNP9ShtHluIuzeTMH4unqtz58bd5uj99wTC2ri6vkpqPdfenXGWcnCPAAECTwrcvS8/kUvPvf+JeHvNMeLnVIipVI8RY75aj6s5lbxaY7saS+t82rcLfKVG23Ud3n8l9/ZVocdZgXSdvbG+HACerdzi/dKFeZTqkwv3jrlyud4x15Gl+2MK1H4ByK2lvaxa2u71T69Zq6mGvwkQGE0g7FE997yQX+2+PJpFjD0Xl/08J3Pv9TvW6L0Rvzu6dfqu/12z996n74rTuGUBdSz7vHV3ry5vfJf591sA5h1TICzCvcW5F2348J/5C0BLrnv5l67VGpbGcK+PwMxr9Ehg9mfwKD/3CRBYR8B+9aeWpe8Hq31ebfPZvh9tdY8e32he4vmGwNefi9KePeMK+Ho936rZSOvIvwB8axUMNm/Lolxh4zjK90qOubFbxsyNMdiymSacJ+yfrllLTtMUSqAECCwvcLR3Pb2XPgleyu3I5ck4e861al49jYxFYASB0v40QnxPxBD2Kw5PSH9rjtHWlAPAb62/X9m2LMhVvsQd5fx2nqX43o7t1wJa7ELJfqRUrYORqiEWAgR6CqT72yx7ck3+pVzSnGvG0oYAAQJPCNib/iiH/ZvFEytuvTlKn/0h2zfWlQPA9dZZdUZHCzIO9MbCjHP3fj3K+WquufFrxs317W1gvH2Bkv9R/Up992c7d/UojnOj6kWAAIFxBJ7aT5/MuJSTff3JShzPFeqR1kt9js20ILCSwHYPmC23dP/ai/3o/l6fcO3MXnh2rhjDmTlj37dfa3J/Kz8HgG+vjhfmr1mQIay3FuUdJDU5v5nv6PHdUZNZxrxrXYRxa+oene6KI47vlQCBeQXCXjL7HtGyH4ZKzZJvKa9Zcpj3yTgXubqcc9NrXoHSPjVvVn0jX+Fz9orIG2sknXOmfTmNO2f+Zj4OAHNVWfB6zWKMab+5KGMMPV5rcu6Va26uo/Fz/dL8j8ZI2/q7n0CNe65+oe/2XhwvXN/ey0Ud++Tuu06AwLcE9vaWWQVq98E0v5n2xFJ+M+WR+vubAIFvCHx5j8p9zoY9/csub678WexLn/vBb4T14wDwzZX80NxHC3EvjFkesr3Y47WavN98CEePLzp+5XX7Yd9jbeyNUVP3YL7X9yu1kCcBAmsL1O6DqcJMe+JRfjPlktbA3wQIEPi6QNjfR97DQ2xHn0Ffr+Ed+deYj7JuHADesQIGGbNmIcZQ9zaL0Te4GPvea23usd3VBzKOs40lN26ufdo/1zdt4+++Aq3muTq2jpNmcaVvOo6/CRD4lkDYj0bdP3J7ZU2FRs0pF/tRrrPlk8vT9bkEjtZlmo01mmqs/3fL2lhf458Mw3Mwq8029u37f7L0Vw+BmnUy0r7qALBH1Qcao2YBpuGOtBjTuJ7+O7g9YVFbnydiedp4tflqa1mbt5rXSmm3skDv52pVq7Bf9LTajnVlP9qOdbYGV2I4O+eVfjV5z5bTFQ993xOoWYul6EJ/a7UktP499S/XeIZnZFvD7ftyhj/vXt1Tfo527t2V+M/NeNyr1mW02B0AHtd2mha1izAkNNpC7IXcYnD3nNG4JabYp1dsxnle4KiG4X66Jo7aP5+BGQkQmFUg7C2te0q6H8W8967Fe3e/tsZ/dzw149d4zZhXTe6jtKmpQYx1llq05BRz80qgRcAaK2uFvSJnFK7v7SW59uWZxr67l+fYEd8fXU2dR3VzAHj/+hhqhlEXYg6p5uHK9X3ieim+0r292GarzV4OX7mWq21tDWvbfcVTngRKAp6XfZ3gsrcXhWuzmc0Wb6zInn+8l77Oml+aw8h/19Yh5tDaPvbzSoDA9wRyn7UtEj4DWrTGb1vzGTJyzR0Ajr/GukQ48iLMJVjzcOX6tl5/0+fNuVudtCdAgAABAr0EZv78q/mOMnN+vWpsnPkErNv5aibiewXCM7G354drnpd77UcafW8NbOObYT04ANxWbeL3e5vTDIvwbfIzRjUbwFFeZ+Y9GtP9+wVytVfP++3NQIDAT4Gw7+ztSeFa7Z6UG+PnTH3e1cbUZ7Z7Rtnz3ptphVz38nJtXQFrdt3ayuw+gfTztvbz4b5ojHyXQE1tZ9lDHQDetUpeGrf3wks3tZdS6j7tVaOaDaAm6CvjXM2hJj5t6gXUo95KSwIEnhFo+fyOe9iVz6VtVnHM7fWZ39f4rJj3zDUTe1nAei37rH431H+7r1kT+1Xfs4otS5+3PKPSnK/b5yOXxUx1/tffwf4nl4jr3xPYW+RvLZG9WGoqcme8Z2OqiftMmztzPRPP6n1y9VeH1Ssvv6cE9p4xz9ex/p5b7MUvSpx/Lfmmo7JONZ75u7Y2z0TTf5bcmmrNOzdO/4iNSGBtAc/e2vWN2dXWeca91b8AjFX2OpxAeKBKD9/TD1wplrfwQkxPO7yV66jz8h+1MuIi8B2B0uelz4nz66D2c9/nwHnjUXuOXtPcMz963KPWW1wEagVyz95ef8/jnsr411b/7HcAOP4a/HSEceOsfRDvwjqav+XD4K4YjXuvwNEauHd2oxMgQKAsUPocivtX/Ewtj+Ru9KqRYFqjNF+b0hoYpeajxDFfdUVM4JpAePZKe8S10fV+S6C2prPvvf4T4LdW2KDz7i38ERb5XlyB8InYcnPvzV9qe2fJn3C4M/7Rx87VlfvolRPfbAJ7z5rnrK2Ke4bpCDxTjZ9/H9mlrTmmGu/+3VK3JyK1Np5QNgeB9wVKe4994P36tERQqmU6zgp19S8A04r6e1iB8LDVPpg9kyjNubcB7F17Kp6e8xiLAAECBOYUOPq8DJ9rd39WzSZX+qzfy4Xfnsp71/bq0VrTntGX5t6LtefcxiJA4DmB8DzvPe+e8+dqcHWmvfrtjblSTR0A7lXYtWkEwkN71wNZ2hDumvMIPsxbiuuov/vtAjnvt9ZAewZ6ECDwNYGjz4q4r315H4sGLWvjy14tTiO0LdXqTO175XQ0dynu1hiO5modL7TvGd+Z+fUhMJqAZ2K0itTHU7tHrlZjB4D1a0TLCQWOHuy9B/pMnwlphFwhcLQWKobQhAABAq8IhM+3oz0s3N/7HHwl4AcmPfLIhfAlo5zBStdL9Ty7Rnr5lOYvxR3mL/XtHd9RLL3mMw4BAgR6C9Tulavucw4Ae68o490mEB7C2ge2pV36cB/1S9velqiBhxewDoYvkQAJEPhboOZzM37urbyvxRxbF8XKJq0WX2l/VPOza6mH35tzb+OPsRx5bft5T4AAgTcF4t51FMPKe5sDwKPquz+8QHiQ04e09sHeJnbUL51j29f79QRy68E6WK/WMiKwskDcs3J7Wsw93o/t4/VZX2M+Z+JfxeBM7vqUBUpr48qaK8867t2Qc8lk3MhFRoDAlwRq9+cv7GcOAL+08k/mOtOHe+3DnVLU9PnCZpCafP3vmjXxlNFRLNbmU5UwD4G5BcJecbSfhAzTNrPtL2nsrdWaLdfW/LS/X+BoDV1Zn/dHbwYCBAisKVCz9x7t3yvJOABcqZofyCU8nDUPcU+KL20IPd3OjrWt79P+2/nTPO6IpTRfOnfu79D/jrhy87lO4E2B9Hmx7tsrEcxSw6MR0rYje6dxHuW0vT9yXttYvZ9boLTWrqzhuVVET4AAgXsEavfV0t58T2TvjuoA8F3/4WYPD0DtwzJc8IWA4oPdmlvsVxjarY4Ce/XZXruzJtu50tTOzlsaMx3f3wQIlAW2z1J4f/a5LM+09t1otvU8yjptH8c46nPn/TSe1nlGiL81Zu3XFjhak1fW+9pysiNAYCSBdK862tfujDuNIzfPm/HlYnriugPAJ5TNcbtAeMhzD3HueimoM31K4/W6V7OZ9Zpr1HFSgxHqlMYzqpm4CBAgsBWI++eZPSztE8fZjt/zfTrf2XGfiPNsbPoROBIord8ez8fR/Ln7pbhyfVwnQGBNge1eFN8/uU/EOY+En4zpKJan7zsAfFrcfJcFwgNb+3Cnk9X2GXVDqI0/zXn1v7cmV2q3HWtrd3R/2957AgQIzCAQ982ze9zZfk/ZxPyems88BJ4WsMafFjcfAQItAuF7wt37VO13kbvjaHF5q60DwLfkzfuoQM2mcGVD2Bv/yngtOE/N0xLT2bYhlz3L2vG2fWtttv1q53uqXZrH6LE+ZWIeAgT6Cqy0z6S59FUyGgECBAgQINAqEH6/3PXZXPvb6K75Wy3ebu8A8O0KmP92gZpN4cqGkBs/d711rtw4Aa51rNuxO0yQ5lTKvWaqtH86bk3fJ9uMHNuTDuYiQGAMgXRPSvfRMaLbjyKNeb+FqwQIECBAgMBdAuFzuPSdIdzr+VldmivNseec6biz/u0AcNbKibubwNObwt5mlYthr21MPNcn3l/hNc2xZFGTa9q/57g1c6fz1bTPtUlzyLVxnQABAj0F0v1rxD0oja9n3sYiQIAAAQIE2gTCZ3Lpu0K8d/WzO45zFN3VeY7Gn/G+A8AZqybmXYHajSB2HmlD2MZ+tHnGHL70uq3X1qzFIvTdjtfSf9u251jbscP7K7nujecaAQIEzgike93T+1I695nY9SFAgAABAgTuFwif10ffEc7+FjsaN2bnO0OU+P3qAPC3iSsLCcSHP90s4rVeadZscq1zpfHu9e2dw94co1/bGhyZ7eVT22c7195Yd1yrie+t2O7I15gECMwjYO+Zp1YiJUCAAAECTwrE7wil3zLxXmxbii+2LbWJ92rGi22/+OoA8ItV/2DOd28E2/FbNqnWcmznau2/avvUpca/1CYd6w2vUmxpPG/HmcbibwIECBAgQIAAAQIECESB8Fvl6HfN0f041tGr30VHQn/uOwCsc/p8q/BgfvmhSjemGoe9NukYZxfU3rhnx1q539apxX7b90mnWeJ80sRcBIJAy7NBjAABAgQIECBAYAyB+Nvqru9ycfwxsh0/CgeA49fo8QjDQ3TXA/p4Mh0m3FqE92c2mlyf7filkGPb3Filvu4dC7zlGut6HOGfFm/FWRufdgR6CuSeD89BT2VjESBAgAABAgTuEwjf23Lf6c7O6rtgu5wDwHYzPQi8LhA3T5tev1K8YRnrWJvFGzHWxqYdAQIECBAgQIAAAQIEcgLxt0zrb6DteHGc7XXvjwUcAB4baTGgQHjojzaO0TeGo/hr2LdjjJ5zTU5vtKlx62m9Heso55r4jsZwn8AMAmGttz4fM+QlRgIECBAgQIAAgT8CZ7/v+U10fQU5ALxuaAQCTQJ3/rgNY9sYm8pR5bVXs/RarXnapybK2nFrxtKGwEoCno2VqikXAgQIECBA4GsCvsu9U3EHgO+4m/WDAi2HP3sbYm3/tN3eOF+jTz22uffy2c6Rjru9t41h733af+++awQIECBAgAABAgQIECBAoEXAAWCLlrYEGgV6Hv7EQ6GWMWPb2LcxfM1PCkT31u7q1Cqm/YoC4TkoPUOekxWrLicCBAgQIECAAIG7BRwA3i1s/M8JlH64ljBqf9TGdi3zbNvGMUrxrH6vxSC03Rr29GmJpee8xiIwqsDeM+c5GbVa4iJAgAABAgQIEJhBwAHgDFUS43ACPQ+Dzv6oTfu1xpO2T8cZDvqmgGpz3nNKr10NrzaOq/PoT2BGAc/HjFUTMwECBAgQIECAwKgCDgBHrYy4DgXCj8OehzGHE3Zs0PuHbRzvjEfaJ47TMdVHhkpziBNezWU75vZ9nOfK63bMqzFfiUVfAgQIEPi2gM+kb9df9gQIECCwvoADwPVr3D3D9AviqAcWX40rzTutU+0iKPVJx64d7452pRjT+UK7EHP4n7TPKHmksca/Z4kzxuuVAAECBOYVSD9z9rKIn6N791wjQIAAAQIE5hP4198/hv8zX9givltg70vh9iAlxvD2EtrGekc82zli7rWvd8RUO/fV2GvnGbHdFfeR3K7kMWJdxESAAAECzwuc+Vzz+fN8ncxIgAABAgTuEvAvAO+SNe5jAk98OQ1ztH5xfiKuGuRtHK151MyxYpszNQ8OW+9oc8V92zc3R5zLKwECBAgQ2H52ECFAgAABAgS+LeBfAH67/tnsW740OozIMg59o6XGQyeSCa7nuixZnZ2nNGYmpd3LZ+ffHcxFAgQIEJhaoNdnS0Dw+TL1UhA8AQIECBD4JeAA8BeJC0Gg9gukL4drrJfaeo+e7azrsaf/rAajry3xESBAYFQBnyGjVkZcBAgQIEBgLAH/CfBY9RANgVcESodGPX9Y9EyuFHPPeZ4YK83lqnfaPx33iTzMQYAAAQLPCKR7/dUZz35WjBDD1dz1J0CAAAECXxLwLwC/VO2GXGu+1J39wtgQhqYEPi9Q8yzWInlma6W0I0CAwHgCvT4PenwW9IolVe4RVzqevwkQIECAAIGfAv4F4E8P7wgQIDCUQPqD6OoPrrR/Ou5QCQuGAAECBP4rkO7ZV0hm2e9jvrPEe6Um+hIgQIAAgTcEHAC+oW5OAgQInBDY/iiKP5ZODPXrf8/nduwzY+pDgAABAtcEruzr6cwz7+nRYOYc0lr4mwABAgQIjCLgPwEepRKDxRG/fOXC8qUsJ+M6gXcEjp7Zmqg81zVK2hAgQKC/wIx7eI+YjyR9Lh0JuU+AAAECBOoF/AvAeistCRAgMKzA9kfSEz/MhsUQGAECBAYX6LVHb/f+J9OumbtXnk/mZS4CBAgQILCqgAPAVSt7Y141X/hunN7QBAhUCKTPqR9gFWCaECBA4EaBnvtwur/fGPLpoVtyjbm09DkdmI4ECBAgQODjAv4T4I8vgFL62y9j8UtaqY97BAiML7B9tkPEnu/x6yZCAgTmE9jbb89mMfo+3ZrrNp+9/ts2Z+30I0CAAAECBP76y78AtAqyAr50ZWncIDC1gGd76vIJngCBCQT2DrNawg779HaM8H7E/XsbZ0ue2hIgQIAAAQLPCTgAfM7aTAQIECBAgAABAosLXDkQG/GAL1euK3lux+w51nZs7wkQIECAAIE/Ag4ArQQCBAh0FLj7R8xMPw47shqKAAECSwq07unhM6a1zx1wLZ91Id5S+9K9O2I3JgECBAgQ+KqAA8CvVl7eBAh0F3jiR0yYY4Qff93xDEiAAIEPCHxx/859Nuauf2AZSJEAAQIECLwi4ADwFXaTEiAwq4AfLLNWTtwECBB4T+DMwd/Rv5x7L5tnZj5j9kxkZiFAgAABAnMKOACcs26iJkCgk4ADvU6QhiFAgACB/wpsD+56H2SFz63eY45UupVzG8lZLAQIECDwPQEHgN+ruYwJLC+w8qGeH0bLL18JEiCwgMDqe3XI747P2tXdFljaUiBAgACBiQUcAE5cPKET+LLAHT88RvH0A2iUSoiDAAEC7wrcddDWI6v0s6rHZ3I6Xo/4jEGAAAECBAj8FHAA+NPDOwIEXhDo8cPhhbCrpvSDpopJIwIECBBoEAifmyN9vuRiKX2+5/o0MGhKgAABAgQINAg4AGzA0pQAgTqB0hf+uhHGb+WHy/g1EiEBAgQIvCdQ+i7gM/S9upiZAAECBL4r4ADwu7WXOYFTAqUv9KcGHKCTHyIDFEEIBAgQILArED6jZvvsLcXrM3e3zC4SIECAAIHbBRwA3k5sAgJzCZS+tM+UiR8YM1VLrAQIECDQKhA+r0f7rDv6DjFavK3m2hMgQIAAgZkFHADOXD2xE2gUOPpi3jjc6839kHi9BAIgQIAAgQcEwufdyJ/hNbHVfGZvx6np8wC/KQgQIECAwBICDgCXKOO4SWy/yG0j9cVuK1L//si2fqRxWloP49RCJAQIECBAoEag5vtI/HyvaZvOGdrHvul1fxMgQIAAAQLtAg4A2830qBSo+ZJX06Zyuv82m+FLYu+cW3yebDtDLZ70MBcBAgQIEOgt8OYBWcv3mZa2vY2MR4AAAQIECPwRcABoJSwl4AvmM+V0uPeMs1kIECBAgEAUCJ+9b33PeWvemLtXAgQIECBA4LqAA8DrhkYgsJyAA77lSiohAgQIECBwSuDNwz/fR06VTCcCBAgQILAr4ABwl8XFHgJv/v9U94h/1TF8mV61svIiQIAAgS8KhAO61T7bV8vni+tSzgQIECAwnoADwPFqslREuS9wb/7/Jq8EnPNdKUe5ECBAgAABAn8Ewuf+6t+hfLex2gkQIECAwD0C//r7Q/Y/9wxtVALPCcz4Zdij99z6MBMBAgQIEFhFIPed587vFbk5e5reGX/POI1FgAABAgRmFfAvAGetnLh/CPjS+IPDGwIECBAgQIBAN4Gj71lnDwiPxu2WgIEIECBAgACBvxwAWgQECBAgQIAAAQIEJhEIh2ZnD9x6pngmBgd+PStgLAIECBAg0CbgALDNS2sCBAgQIECAAAECwwmEA7mnDthaD//OxlUzz9mxhyuggAgQIECAwM0CDgBvBjY8AQIECBAgQIAAgacF0sOztw7J0nnTeHpahHHTeXqObSwCBAgQILCSwL9XSkYuBAgQIECAAAECBFYXODrw2h62bd8/5RPmjf9z55xv5XdnTsYmQIAAAQK9BfwLwN6ixiNAgAABAgQIECDwgkDPg7CeY71AYUoCBAgQIEBgI+BfAG5AvCVAgAABAgQIECDwZQGHf1+uvtwJECBAYFUB/wJw1crKiwABAgQIECBAYFmB8J8B1x7UHf0nw6MjbeOvzXv0vMRHgAABAgSeFHAA+KS2uQgQIECAAAECBAh8WGB7mNdK4fCvVUx7AgQIECDwR8ABoJVAgAABAgQIECBAYFGBMwduoU/NQduZsa8w18R0ZXx9CRAgQIDAygIOAFeurtwIECBAgAABAgSWFKg5DLvjgO6OMY8KdJTrGzEdxew+AQIECBAYTcD/EZDRKiIeAgQIECBAgAABAhcFrh6K5fqHw7j4PxdDrOru8K+KSSMCBAgQIHAo4ADwkEgDAgQIECBAgAABAgS2AkeHc9v2Le9rDhlzh5Qt82hLgAABAgS+IuAA8CuVlicBAgQIECBAgMAnBHodjPUaJ0WPB3ulw8PSvTjWHbHFsb0SIECAAIEVBRwArlhVOREgQIAAAQIECBAYTGB7sLf3fnttLwWHf3sqrhEgQIAAgbKAA8Cyj7sECBAgQIAAAQIEhhIoHZL1PhwrjVe6twUrxRzaHt0PbcJ8LXOGPv4fAQIECBAg8EfA/xVgK4EAAQIECBAgQIAAgSaBloO40uFe6V4aUMt8aT9/EyBAgAABAn8E/AtAK4EAAQIECBAgQIDAJAKlA7O7Dsm2427fl+hK8Zb6xXthrpb5Yj+vBAgQIECAwE8B/wLwp4d3BAgQIECAAAECBAhsBN44hHtjzk3a3hIgQIAAgWUEHAAuU0qJECBAgAABAgQIfFVgtMOyK//yb7Rcvrqm5E2AAAECawk4AFyrnrIhQIAAAQIECBD4mMBIB2YO/j62+KRLgAABAtMIOACcplQCJUCAAAECBAgQIDCewJVDvzSbMM5Ih5lpbP4mQIAAAQKzCzgAnL2C4idAgAABAgQIECDwgkDrwV843Dvqs73vQPCFwpqSAAECBJYUcAC4ZFklRYAAAQIECBAgsKLA9hDtjQOy7SFdjfPZONO5zo5RE582BAgQIEBgdYF//f1B+p/Vk5QfAQIECBAgQIAAAQLXBdIDuZrR9n5qtI6xN8/euHvtXCNAgAABAgT+CPgXgFYCAQIECBAgQIAAAQJdBUoHdPHelYPAbd84ZtckDEaAAAECBBYScAC4UDGlQoAAAQIECBAgQOAtgdZDuG377aFeSx6x73bMljG0JUCAAAECKwv4T4BXrq7cCBAgQIAAAQIECHQWiIdtcdg7Dt22c8S5al7viKdmXm0IECBAgMDIAv4F4MjVERsBAgQIECBAgACBwQSeOGALc1w5BByMTDgECBAgQOB1gX+/HoEACBAgQIAAAQIECBAgQIAAAQIECBD4/+3di7acOLIg0Ota/f+/7LGmWm2MEQgQeu5ZqydP8pAidgg4GTeP6zMBDcDPaA1MgAABAgQIECBAgEBNgRrfTqyZj7kIECBAgEApAX8CXErSOAQIECBAgAABAgQIFBO4+jNgzb5i1AYiQIAAgQUENAAXKLIUCRAgQIAAAQIECIwooMk3YtXETIAAAQI9CvgT4B6rIiYCBAgQIECAAAECBAgQIECAAAEChQQ0AAtBGoYAAQIECBAgQIAAAQIECBAgQIBAjwIagD1WRUwECBAgQIAAAQIECBAgQIAAAQIECgloABaCNAwBAgQIECBAgAABAgQIECBAgACBHgU0AHusipgIECBAgAABAgQIECBAgAABAgQIFBLQACwEaRgCBAgQIECAAAECBAgQIECAAAECPQr8p8egxESAAAECBAgQIEBgBoEfP34k0/j582dynx0ECBAgQIAAgZICGoAlNY1FgAABAgQIECBA4L8CZ82/cMjV/lxIjcRcKccRIECAAIF1BTQA1629zAkQIECAAAECBCYQKNVInIDicQolmqhndSgx/uPknEiAAAECBH4J+DcALQMCBAgQIECAAAECBJYWOGve5cBcnR/2x//ljOcYAgQIECBQWsA3AEuLGo8AAQIECBAgQIDAL4Hwra+rxhCo9QSu1oRvC663JmRMgACBGgIagDWUzUGAAAECBAgQILCkQKqZc9UEWhJL0v9f4GhtpNYRMgIECBAgkCugAZgr5TgCBAgQIECAAAEChQRKNHSOGkWFwltumBL1+BLtqNa9x/ylh7EJECBA4L6ABuB9M2cQIECAAAECBAgQaC6gAfSsBNtm2peGYeztXM+iTZ91NPaX+aQjsYcAAQIERhDQAByhSmIkQIAAAQIECBAgQKCIQM0m2X6uo6ZdkaT+O0hq/H0cJec0FgECBAiMIaABOEadREmAAAECBAgQIECAwOACV424VAPvbdqpca/ieTuv8wkQIECgHwENwH5qIRICBAgQIECAAAECBBYW2DfkUo27UkR3xt/HVioG4xAgQIBAHQENwDrOZiFAgAABAgQIECBAgMAtgaOm252m3a3JLg7ez3sU28UQdhMgQIBAQwENwIb4piZAgAABAgQIECBAgMAdgVTjbd+guzPmk2O386ViejKucwgQIEDgGwENwG9cjUqAAAECBAgQIECAAIFqAqkm3LZR91UwqTlSMX0Vh3EJECBAIC2gAZi2sYcAAQIECBAgQIAAAQJDC6SacKmmXclk4xypGErOZSwCBAgQOBfQADz3sZcAAQIECBAgQIAAAQLTCaSacrFpVzLhMGZqvpLzGIsAAQIE0gL/pHfZQ4AAAQIECBAgQIAAAQIECBAgQIDA6AIagKNXUPwECBAgQIAAAQIECBAgQIAAAQIETgQ0AE9w7CJAgAABAgQIECBAgMBKAl/8qe4XY65UE7kSIECghIB/A7CEojEIECBAgAABAgQIECAwoMD23/yLjbr4OmA6QiZAgACBhIBvACZgbCZAgAABAgQIECBAgMCVwLaBdnVsb/v3sYf3+229xSweAgQIEHgmoAH4zM1ZBAgQIECAAAECBAgQOBQY/Rt0GoGHZbWRAAEC/DKygAAAQABJREFUQwtoAA5dPsETIECAAAECBAgQIEDgGwGNwG9cjUqAAIEWAhqALdTNSYAAAQIECBAgQIAAgcYCud9U1AhsXCjTEyBAoICABmABREMQIECAAAECBAgQILCewAz/Xl5oAmoErrd2ZUyAwHoCGoDr1VzGBAgQIECAAAECBAh8JJDbTPto+sfDagQ+pnMiAQIEhhD4zxBRCpIAAQIECBAgQIAAAQIdCdT49t92jlqNxTjPdu4UezwmnpM6znYCBAgQaC/gG4DtayACAgQIECBAgAABAgQGEoiNry9D3s+xf//l3GFs3wj8Wtj4BAgQqCugAVjX22wECBAgQIAAAQIECBB4JFC7CRiC1Ah8VConESBAoDsBDcDuSiIgAgQIECBAgAABAgRGFKjxp7AtmoChFncbgSPWT8wECBCYWUADcObqyo0AAQIECBAgQIAAgSoCNZp/MZFWTcAwf24jMMTYMs5o5ZUAAQIE/hX48esG/hMGAQIECBAgQIAAAQIECOQLbJtbX32k2s6RiuyruVPz7bePEOM+Zu8JECCwooAG4IpVlzMBAgQIECBAgAABAsMIXDXZRmgCBuzWcQ5TcIESIEDgAwF/AvwBqiEJECBAgAABAgQIECBQSuCqcXbVICwVR2qcEN9VjOHc1nGm4redAAECKwhoAK5QZTkSIECAAAECBAgQIDC0wFWDLTTXWjfYrmIMBWgd49CLQPAECBB4IaAB+ALPqQQIECBAgAABAgQIEKglMEKDLcR4FacmYK0VYx4CBAj8FtAA/G3hJwIECBAgQIAAAQIECHQtcNVcC8H30GC7irOHGLsutOAIECBQWMB/BKQwqOEIECBAgAABAgQIECBQQ+CqiXbVhKsRY5jjLM5eYqxlYR4CBAi0EvANwFby5iVAgAABAgQIECBAgMALgavm2Vnj7cW0t089i7OXGG8n5QQCBAgMJuAbgIMVTLgECBAgQIAAAQIECBDYC1w10s6acPuxvnp/FmMP8X2Vt3EJECDQg4BvAPZQBTEQIECAAAECBAgQIEDghcBVA+2s+fZi2lunnsXYQ3y3knEwAQIEBhPQABysYMIlQIAAAQIECBAgQIDAkcBZgy0c30OT7SrGo7xsI0CAAIH3Av95P4QRCBAgQIAAAQIECBAgQKAHgdBgO2v0hX01mnBnMfTgJAYCBAisJuAbgKtVXL4ECBAgQIAAAQIECEwtcNXgC825Lxt0X449deEkR4AAgQ8FNAA/xDU0AQIECBAgQIAAAQIEWgiEJmBOI7BFbOYkQIAAgfoCGoD1zc1IgAABAgQIECBAgACBKgKjNAGv4qyCZRICBAhMLPDj143258T5SY0AAQIECBAgQIAAAQLLC1z9WW74WLg95u3HxO1YZ/hv5zkb2z4CBAgQ+C2gAfjbwk8ECBAgQIAAAQIECBCYViC3KRcBNOeihFcCBAiML+BPgMevoQwIECBAgAABAgQIECBwKRAaepp6l0wOIECAwJQCGoBTllVSBAgQIECAAAECBAgQOBbQBDx2sZUAAQIzC2gAzlxduREgQIAAAQIECBAgQOBAQBPwAMUmAgQITCygAThxcaVGgAABAgQIECBAgACBlIA/CU7J2E6AAIH5BDQA56upjAgQIECAAAECBAgQIJAtcPRtwKNt2QM6kAABAgS6E/hPdxEJiAABAgQIECBAgAABAgSqCmj4VeU2GQECBKoL+AZgdXITEiBAgAABAgQIECBAgAABAgQIEKgnoAFYz9pMBAgQIECAAAECBAgQIECAAAECBKoLaABWJzchAQIECBAgQIAAAQIECBAgQIAAgXoCGoD1rM1EgAABAgQIECBAgAABAgQIECBAoLqABmB1chMSIECAAAECBAgQIECAAAECBAgQqCegAVjP2kwECBAgQIAAAQIECBAgQIAAAQIEqgtoAFYnNyEBAgQIECBAgAABAgQIECBAgACBegIagPWszUSAAAECBAgQIECAAAECBAgQIECguoAGYHVyExIgQIAAAQIECBAgQIAAAQIECBCoJ6ABWM/aTAQIECBAgAABAgQIECBAgAABAgSqC2gAVic3IQECBAgQIECAAAECBAgQIECAAIF6AhqA9azNRIAAAQIECBAgQIAAAQIECBAgQKC6gAZgdXITEiBAgAABAgQIECBAgAABAgQIEKgn8J96U5mJAAECBAgQIECAAAEC8wj8+PHj02R+/vz56fgGJ0CAAIF1BHwDcJ1ay5QAAQIECBAgQIAAgUICXzf/Qpg15ijEYRgCBAgQ6FxAA7DzAgmPAAECBAgQIECAAAECBAgQIECAwBsBDcA3es4lQIAAAQIECBAgQIAAAQIECBAg0LmABmDnBRIeAQIECBAgQIAAAQL9CdT49/lqzNGfrIgIECBA4AsB/xGQL1SNSYAAAQIECBAgQIDA9AJPGnRX/67fkzGnh5YgAQIECLwW0AB8TWgAAgQIECBAgACBkQVSDRmNmJGr2m/sYV3t15y11m+9REaAAIFZBH78etj4b8t/VM39gz1Mg/sjbMMSIECAAAECBB4IHP2+djaM3+XOdOwjQIAAAQIEehXwDcBClcn95TEc5xfHQuiGIUCAAAECBAhUFtj+zud3usr4A01nnQxULKESIEBgEQENwBeF3j7YXwzjVAIECBAgQIAAgQEFjn4X1BQcsJCFQ96vi/DeuiiMbDgCBAgQuC2gAXib7P/++jc7HgzhFAIECBCoJLD/ILbah7Bt/qvlXmmJmaawwHbNxqFHWrsx/pFijs5eCRAgQIAAgXkF/BuAN2obf6G7ccpfh/pl8C8SGwgQIPCZwNl9e4X78VH+K+T92YIy8CuBo/V4Z8Av1+42tjjPdtudOLfHxrG22/w8v8DR2rEW5q+7DAkQINC7gG8AZlbo6EGec6qHfY6SYwgQIFBfYHtfd6+u72/GOQS219HIGR3dA4623c03HH80zshWYidAgAABAgTGFNAAvKjbnV/0/IJ3gWk3AQIEOhWI9/qZ7uMxp07JhTWIgHX0Z6HiPeKOSzw2nvvniN4RINCTQLxeY0yu2yjhlQCBGQQ0AE+quH8AHB3qoXCkYhsBAgT6EAj36Jx7eYw2HuveHkW8riIQ136v+fZ2TR7Fc2UY9h+d16u5uAisJnB0DbtuV1sF8u1J4Oia9Bx9VyENwITf0WLbHmrhbTXyf75y3Y7EeKvhZwIEngrEe8md+088Np77dO5W58X49/OPms8+D+/LCqTWS9lZ7o024lqNMffoeU/f0QQIECBAoK1A6lkat8dnbtsox5tdA/CgZnFRHez6/5u+XGxnc385byrXu9vP4n871gj5383R8QQI1BOI95A796lwbDyvXqRmIjC3wOzXVMgvdZ9xT5l7bZ9lp/ZnOvZdCWzvKbPfQ68s7P9eYLvetrP1tPZijD3FtLXq9Wf/FeBNZeIi2mz648erxXV1/h+DPXxzFcPDYR+dViPfVGA9OaRiTG3PcRs5v1TethPoUSDneoxxj3JdpnIaJf7o7bWeQGrN5EZwZ21t57pzXm4svR23zXcb2wq5b/Nd7Wd1H6/iPdfsKDb3kLHW2FENx8rgd7S11t5ds1px/ZYY8ycNwP/W7WqBXS2oq/NLLY+rOErNczVOrXyv4pjZo5fcrmqQs//Jepkp/xwjx7QVuLNGe1+bqVx6j7vtCjB7at1EmRLr52iOEuPGGHt8Pco5xjl77jHPVV+Paq/mfa6Go1rFSFvXLBVb7bj2cdSeP9ZjxNe93Yg5bGOuWfsndjXj27qM8rM/Ac6olEWUgdTokHBTaFGfJzejRkSfT/uVRavafg5mgi4F4n0kZz2PuDZjfl3iC6oLAWvkmzIE15z7yjezG5UAgTcCre+Lvdw7juIY8XehN2vBuW0Ettfg0To8iioetz336LhVt2kA/qp8XCRHi6CnhdNTLEdWuduu8jirx9Ec4firMY/Oe7rtbnxP5+nhvJVy7cFbDO0F4r3kau3Xvu+0lxEBAQJPBcJ95eqe8nRs5xEg8E4gdW3G3wfejf787FRcYcTWsT3PypmjC7Rce3Hus2tj6xuPi+dt96388/INwLgw9ovg7kIJx6fG2o/95P3deJ7Mceecs3zfxro/P8c1HLM/704+vR3bKpcc696sxEPgC4F4DY52TYwW7xe1MyYBAgQIEMgR6PWZeRZX/P0kJz/H9CEQanZW0z6iTEfR25qL8eSahuPiOeks19mzfAOwZKnvLKzUgr0zRsnYn4xVK9btPCm3J/G3PifkdZTPNt+vYzya/+s5c8ev6ZAbk+PWE0hdp0EiXD8jrNMRYoyecYWNEnOM1yuBJwKj3EOe5OYcAr0LnP0O3PIZ1Gtc+3q2NNrHMsJ7XuWrFE3Prpk4q+dtlPi//1u6AZhaLHEx/WYq/1OYYzt/jTnLZ1F/xOi0tasdxb52cf4YW3wfX7ex7o/Zv4/nfP26jenrue6O38rkbpyOX0cgrsmj6yZsi/vXESmf6d6Wa3nj1iPua9w6HvMTIEDgSKDlM/3sPtkqrrOYjvxsI1BbIF4bV2s17I/H1o6xp/mWbQBeLZAaRbIAayh/M0du7fbrrIcbzz6mUkJ7k7vz7M8vFZdxCHwt0MN1HXK8e8197WJ8AgR+C4RnnGv0t4efCLQU6PFaPIupt9+Re4un5Voydz8CcV2eXUv9RNsukmUbgCnyuHBS+8+2bxfbm3HO5rCPQAuBu+t5ey2cxXt33LOx7CPwtUBYr6m1HbZbz19XwPizCbhmZquofKJA6lkR93ttJ3BWm1b3pB5jalchMxN4JxCv46PrKmyL+9/NMu7ZSzYAjxZDKOGbxbAf0+Ia96JYPfI310GuXY05cmNxHIE7AmHt7u/38fwe7/uutVgdrwQIEGgr4H7c1j/Mnnp+h32t6tNjTMHD/yNAYE6Bf+ZMS1YECKQEjn7BCdvi/1LnldheY44ScRqDwJnA0TV0drx9BAgQIECAQFuBHhttPca0rdJZfNvj/EygR4HU7+urr+slvwF4tEBTC+To2BW3bS8UVuOvgK9rGMa3ZsZfJzJIC+zXeDwyrPuvr684l1cCBMYR2D4Tx4lapE8E1PqJ2rfn9FiTs5j8HvHtejA6gZUFlmsAnt1sV14IZ7nvzcJ7D6YzsbX3bdeLdbL2WpA9AQIEgsD2uUDkt4Bn5G+L2X9S634r3FtteotnX7ne49vHO/v77fNVbf6udjDZGv19xHpb/Anwr5q/vVgsqroXzijeo8RZsnr7nPfvS85lLAKtBd4+O1rHb/5xBMK9NP5vnKhFGgU8C6PE/K9q3V+Nz2rS6jl+FlMvgiPE2ItVqzj2Ndq/bxXXCPOubKUBOMIKFeP/BEa/WFv9ovE/QD8QIECAwFAC++fe/v1QyWyCXeV5mKrXKvlvSr7sj2rdrvSp6y9E1KouPcbUrkJmJkCgtoAG4EfirR4qH6XTxbBnD8wuAhQEAQIEGgm4PzaCNy2BEwHX5QnOhLvUe5yitvqcdrZGWsV0p2ojxHgnH8euIWDd/lnnpf4NwLOb7p8s3vUmcFU7F3ZvFfsdT6id+vz28BOBWgKuu1rS5ee5euaVn9GINQVaXJul1lSL2GvWpvRcvEqL5o+XWvM91qTHmPKlHUmAwEgCSzUAjwrjhnuk0te21AM8RqmGUaL9a6jFVb3aRykCAt8KhGvAfelb4xlGX+VeuUqe+zXZU94lY3ky1gr3wycu+zXjfTmBHuvRY0zlxPsaaWu9wv2nL33R9C6wfAOw9wKtHt/2Bn5k4aZ+pGIbgTICV9dfnMV1GCW8EvBfvLUGztfAivfL+CxZLffV8h3h2m9Vk3gNHBm1iukolhm27a3De8YzVFYOpQQ0AEtJGqe4wP4Gvp3AjXyr0f/PHr7912gb4dm1tz0u/rw9frVrM+S7zT+aeB1TQC3r1G3m+8TZGpo575yVE21mc4h55Rg45nuBVD16XHc9xlSiQqkalBjbGAQIvBPwHwF55+eD30u/o9PDQ+PswTHrw/LIYsRt6jNi1f6N+eray8ksjnF2DeeM45h1BHpZK73EcVX5ke6xo5hemefuP8u3Zd1azn1kd+Z0dPyI23ozH9HwScw9rq1UTD2vkVTMOTV5c27O+I4hQOCdgG8AvvNzdkGBnAdGzw/LghSGIlBVIOfaexJQHNd1+0TPOasLuG5WXwFl8y+xnuI9vWxkY4+2qklu3iXWXe4KOYspFcf+nNRxuTHMfBybmas7d27763zubK+z0wC8Nrp9hBvkPbLci5LrPVdHE8gRyL3+csZKHRPmcP2mdGw/ElhlvayS57bGM+Z8dR+dJecneVzZbNfGLD8/cRop9zs1vXPs3uCO49k8qXGOzgnbUsfv48t5fzRHOK/kHDlxOIYAAQJRQAMwSnitLpB6KB4F4kF5pGIbgXcCuddg6vrLPT9EGY5NjfMuC2cTKCMQ1uedNX02q7V+pjPXvqs1s/paKHldzbVyZHMlcHVtXZ0f95caJ443++tbr96u+VnvwW/rNPs6vspv1nVxlXfYrwGYo+SYogJ3blijXpx3ciyKazACBQWurr/t/pw1H47ZnlMwVEMRKCJgfRZhXGaQq/ve6uvpymf0hTJ7fqPXp3X8qfWxwn1hhRxbry/zE3gqoAH4VO7Xeakb+4shpz31qdXT8wJkbw+f3uKZdrFJLEvg7Np6sla355yNHfZtj80KtuODznLtOGyhEfhcYPZr4yq/me5zdxfLyjYr1D3keFXju2tmleNHXR+jxj3rukpdf+r0d8VTVn8fuc4WDcB1av1ppj1eXPuY3BQ/XQIGH0hgf21sQy9xncQxzubZzunndQWskXVrP3LmV+s23gNHzvFp7Fc2T8d1Xl8CV2t81HVwlVduFUbNf9S4c+viOAJBoNR1PqqmBmDhyq2yoEZ8QMSYV6lR4aVtuEkE4nVwlE7payOMdzRf2FZ6rqN8Wm2bObdWpuadQ2CGa+Ponratzgw5bvMp/fMsPlfroLTbaOO9qXNN2zdx3q1Jzbnuxub4cQRS14f19XcNU1Z/H7nWFg3Ah/W2oB7CdXBarJ0bZQfFEEJVgbj2jyZ1PRypjL0t1HvEuo4Y89grRfS5Amf30DCGtZuWXMFmhRzTFS6358rx7Dq8OrdclOuMxHSdWs+U6dl9YqY8n+Tyz5OTnENgBgE3hhmqKIdcgbP1/uUvd1+OnZv7V8edmX41Z2rcmZ1TOdtOoKbA1fXuGvy3GnuH8H6/rWbdvpjrai18Macx/xUYwX6EGI/W06hxH+Wy2rbZ7rFv6hfW8dlaZuW/Avxmff11rgX1F8nlhq/Mzi78bVDxuK/i2M7lZwKtBOI6P5rf2j9SmWdbqL0az1NPmbQRcA+9577iPWfFnO+tiu+PVoPvjc3QVuDsWdQ2sj5mv/Jxj/i3Tv4E+MF6vVpcD4ac8pSWF9l27px6hWO250xZEEk1Ebhafy3XXcu5mxSj4KSpurY0DXMfxeX+VrDwhlpO4Oiaiggtr/cYg1cCqwiMfC2Oeq8YNe5VromQpxr9W+2z+wOnf43i/68BGCW8FhPo7UYU47m6MRQDMNASAqXWUxgnrtHacC3nrp3r6vOp9eorQP5PBM7u863u20/ycE45gbM1UW4WI+0Fztxdi3ut++/PfO+P5owvBNToWDXHxT3iT7vlG4Bh0ZRYFCXG+LM0fb8bMd8Yc+pGUWot9F050eUKpNZJ7vmjHGfd369Uam3Ee8z9EcudEWJIxafW5ZyNNLdA6hqKWfdwrcdYvLYXsB7a1YB9O3sztxdYef1fPadjdVY2igb71+UbgHuQq/e5i+1qnLC/5FgWd474v8dEq5L+29m/Gnc7h5/fCaxWo7DmV8v53QoZ++yzeod1EO+BY2cpegLfCFzdK10/37gblUBKIHVN9ngtpmJN5db7dr8z9FGh2dbVW9Vcjx7vEW9zL3H+Ug3AsAhyF8xT3K/HT8UV5rXIUzr5279yVJv8Gnx9ZKtrNJVXrbVR4/6XynGm7an1U6uOuZZn9Y459BZzzO2r+3Ac3yuBlEC8NlL7e71mUvHaXlbgan2Unc1oQYB5+3Xgmdy+BkcRrPg8yr0frGhztEZS25ZqAKYQcm9sZ4vubF9qXtvbCoSbg7q1rcEqs/fyILLm36242e4XMZ9e1ue2OiG2HuPaxujneQTitXCWkfV4pmNfC4H9ul1pjY6U60ixtljH5jwX2F/n50fPufeOgevteg1oAF4bOYIAAQKHAh4yhyzLbex1HYS4cn5pCsf0msNyi2nyhHtcaznXiOtj8oX5Ir1Wa+No3cZtrWJ6wXh4asxnv3OW/PZ5eU8gV2CFayB1/aeMVjBJ5X53+3INwLA4jhZU2Gbh3F0+jicwt4B7wvv6Ht1v349af4RUHr2vkdQzr76gGQn0J5C6rreR9n6Nb2P183cCOWvlu9nvjbyNddT1u83hXvaOLi0w6hoq7WC8OgJ3r33r835dlmsAnhGFBddiEeXOefeCOMs1d1+LOXNje3vczLm9tZn5/HC9bWufe/3NbBI8OKQrvF0v6aP63RNr22Me++sxKsaY43uvBEoK5FwL1mBJ8TnHGmGNxLWeG2s8fl+x3PP355V+30scpfPqdTzebSuTuh7bRvXN7HdztTaf12HJBmBYMHcX2d3jSy/Kq/lLz3e2pGrOdRbHm31Xnm/Gdm7/AjOs4afKIfda6z81z0j+qRyC/0h57OPd5tU6j9bzP72WnHcuEOq6XWf7NXh+9nd79zEdzWRNHqnc37a3HtV1n8d9ifJnHF1fZ7OEHFL+OfmdnX8275N9qXhS8T+Zwzl/ChytJ95/GvXybra6pK73lPds+afy/HL7kg3AAHp0owvb7z7gaizCqwujRgzBZpb/d+bJcpYqy+OuwN1739X4Z9fZ1bm97D/LYfR7xejx97JGxHEu0NM6O7uet1n0FPM2rrc/5+T/NverOcL+t3O8dSh1fg95xBiu3I9yfnLO0Ti2zSMQ19M8GY2dyezX6N38rM9y63nZBmAJwq8XYs6F8WUMOfOXcKw1xmz51HIzz3wC4b5xdD2EbV/eU4Lk1+OXqtaRT6mxjUOAQF2BnOt5lHvTE7mc/MO4ucc9icE53wls1+5VDa/2fxdl3sip+LY55o3071Hb8Z6OcWc+xxIgcC6wvSbPj/x3r+s2R+neMf/cO3yuo1ML6u7CLK0S5s+JIRV/iXhy5i8xT60xcvL50rNWnuYh8FYg51q5miM1xizX2Cx5XNXRfgIzCKTuR9vcXNNbDT+PLBDWcmo951wLI+e+j32f7/79/njvCfQikFqrqWu7l7jP4gg5pfI6Ou/sXnZ0vG35Ast/AzAsrqvFeLU/n/v6yNy5Rr4BXCuUPSLHlGdZc6P1L3B27wvXzNNrIud661nnKv6nLj3nLDYCMwpcXcsxZ9d0lPj+lfX3xiVmCHXKvX5KzBfHSM1p3UQhrwTGEkhd02dZuN7PdMrsW74BmGIMC7bmAsy9QGrGdGTTev6jmFLbckxL55MzZype2wnUFgjrv+SaPRur9LX2hdVZ/GG+EXL4wsWYBEYSuLqOYy4rXc+l7/XRMPd1ZOvc9ZRrUeO4JzH3WqNe46pRR3OsKZC6fke5FlLxn1VzlNzOchhpnwbgr2qFRZdarKntJRdqao79Qio5537s7fvceMI522NrxbeN9ejnbUxH++O2WvHWmifm5ZXAHYGwPo+umbgtd/3G44/mzh3j6Nxa287iDzGMkEMtK/MQ6FXg6jqOca94PZ/lnOsW/a5ez+a6Oren/aVdauR2J+ZUne6MUSqnFnOWit04BFYXeHr9pu5Bq3t+nb8G4Inw08V8MuRfu3Lm6PXi2Mce3reMdR/PX9ibDS3j3IThRwLdC8TrKnXNxP2pRFLnpY5vsX2GHFq4mZNALwJX13CMc4T7UYy15iuXv7Vz19TfZ7bZcifeUer9Js47Hm0qZlYC+QJvroX8We4d+eYa6zGfe9mPfbQG4H/rFxZi7kIutWiv5is1zxdL9Cr2L+Y8GvNuHD2bHuU34ra7NRkxx9lizrn/PanrCNfbVV4j5DDbepQPgTsCV9dwHMu1HCW8ngnkrqezMWrvy435zTXw5tzaHr3NF+rDr7eq9BlP7rXcMvo3MboOWlbu99wagL8tqv50dfH0eIHEmK5i/xry6fwx/q/jM/7fAuz/NultS6jR02vrKJcRan6V7wg5HNnbRmAVgatrODi4jldZDe/yzFlLcYZe1lRuzHfizR0zWpR4LT1narw7Dk/zCnMczR+2PZl/O9aT85/m4TwCe4HtWtzvu3pv7V4J1d2vAbjxTt20N4dU+bHlRXJ1cZ/t/zLus3mvivJlXFdz209gJIF4rby53kK+cZxec8/Jr/ccerUVF4GeBFzHPVWjz1hyngcx8l7WUy8xb+MobfN0vG1MsW69vIbYcvM6yuPO+b3kLI58gaOa55/93ZFP48pd699FbuSUgAbgTma7WJ8u+N2Qt95u5791YuODv4j7rf8XMTVmNj2BKgLx2nlyDcZzqwT6YJKcnHrP4UHaTiGwlIBreKlyP04253kQBs9dT/vxcs+7k8B+jrNz786fGns/ztFxYdv+uLPYvth3FFecp2ZsYa5ULKntMU6vBPYCNddunPvpOm0Ra4zZa76ABmC+1f8/stTC3j8cSo17M51bh6duBqViT41/K8hfB5eK5+68jicwm0C8lnKuzXhszwZXeYyQQ8++YiNQWyBcs9vr2jVcuwLjzrddN6ks7qyno/H22+6MdxTTfryjY+K2t3PFcbavd+bfnlfj57PYvrC4yinMeRbT1fn2E6gt8HS9tri+atvMNp8GYMOKjnTBpB5kb3J4eqM5KtmbOI7Ge7KtZD5P5ncOga8Eeri+3uZ2dX3OkONbI+cTGFHAtTti1fqO+as1FZ5DT8e+eoZtRZ/MkRo/jpXav5231c9nscX4W8QW5j6L7W5MLXO5G6vjywh8WfO3a/PL2MroGSUloAGYkHl7USSG7Xrzk5yfnFMKwY2nlKRxCMwtcHWfci+Zu/6yI0CAQI5AeBaE58XVMyNnrNQxYew7z5y7sdwZOxXjdnvu/KXn3cZw9vNZfK1i2sYbYjiLcXts6uce8kjFZvt4AtbjeDUrHbEGYGlR430qMNpDcLR4Py2ewQlUFsj5Jcc1WrkopiNAgEBlgZxnQQgp97ha4d+J582z7M48R7m/mftovJxtVzG3iCkVd4jlKt6jc3vK4Sg+28oK7NfJF/V/sg5jll/EE8f2WldAA/DA+83FcTDc8JtaX/Ct5x++gBIgsKBAzn3cvWXBhSFlAgSWEsh5FowO0upZ9uW8b+r2ZVxP10qPMT3NxXnfCfS2TnqL5zv5tUbWAJyo3tuH5RcXbBhzO8dXdF/E/lWsxiVAoC+BnHuUe0xfNRMNAQIEVhEo+fwpMVbOM3NfmxLzbscM4z2JYztG/Ll0bHFcrwRWEHD9rFDl//s/DcBJ6rx/cIb3X1zEJR/Sgf6LGFuUdO/fIgZzElhdIOc6nOWes3qt5U+AAIERBL545nwxZq5ly7mvYuw5tqvY7SdQQyBcI/vflV03NeT7mkMDsK96FI0mXuClL+zS4xVNuvPBYk1CmBw7L5bwhhLYXlupwF1zKRnbCRAgMKdAuO/nPB/22ffwvDiKvVVcX897lOu+Jmfvv47vbG77CIwk4FoZqVrfxKoBuHM9+yVh1Asm5jRq/LsSDfN27x3rEBMI7/fHxH1eCRAoJ+A6K2dpJAIECIwmMPIzoHXsNeePc+1/Xz5bb/Gcs2PsI0CAAIHfAhqAvy2G/ik8AK8emE8aTh6sQy8LwRNYXsA9bPklAIAAAQIEHgi0en62mvcBkVMIECAwnMA/w0Us4KRAzgPzqkmYHNyORwLBO/7v0QBOIkAgS2B//wvv99uyBnIQAQIECBBYRCD1nExtX4RFmgQIEJhWwDcAJytteGBr8tUp6pXz1f46UdaZZaVc64ia5YmADyxP1JxDgAABAisLeHauXH25EyCwmoAG4EAV12RpUyzu5+58zn3sJUCAAAECBAgQIECAAAECrQU0ADcV6KmR0SKW/bcH/V8E/8+3KTfXhx8JECBAgAABAgQIECBAgACBMQU0ABvVrUWDLydVTb8cpTLHsC7jaBQCBAgQIECAAAECBAgQIEDgXEAD8Nznf3vPmjW9NvP+F/zmh7M8Nof5saDA7OYhv5GugYKlNRQBAgQIECBAgAABAgQIEBhCQAMws0yjNjhmbz5llu/xYXebW6t633V6XBAnEiBAgAABAgQIECBAgAABArcFNABvk7U/YdUmUyt53nnymoB5To4iQIAAAQIECBAgQIAAAQK1BTQAa4vfnE/z6SaYwwkQIECAAAECBAgQIECAAAECBP4Q0AD8g6PuG829ut5m+17AtwC/NzYDAQIECBAgQIAAAQIECBC4K6ABmCGW09TQzMuAdAgBAgQIECBAgAABAgQIECBAgEB1AQ3AC/LY2IuvF4fbTWB5gX3D3LWz/JIAQIAAAQIECBAgQIAAAQKNBTQAGxfA9ARmFND0m7GqciJAgAABAgQIECBAgACBUQX+GTVwcRMgQIAAAQIECBAgQIAAAQIECBAgcC2gAXht5AgCBAgQIECAAAECBAgQIECAAAECwwpoAG5Kt/+zxf37zaF+JECAAAECBAgQIECAAAECBAgQIDCEgH8DcFcmTb8diLcECBAgQIAAAQIECBAgQIAAAQJDC/gG4NDlEzwBAgQIECBAgAABAgQIECBAgACBcwENwHMfewkQIECAAAECBAgQIECAAAECBAgMLaABOHT5BE+AAAECBAgQIECAAAECBAgQIEDgXEAD8NzHXgIECBAgQIAAAQIECBAgQIAAAQJDC2gADl0+wRMgQIAAAQIECBAgQIAAAQIECBA4F9AAPPexlwABAgQIECBAgAABAgQIECBAgMDQAhqAQ5dP8AQIECBAgAABAgQIECBAgAABAgTOBTQAz33sJUCAAAECBAgQIECAAAECBAgQIDC0gAbg0OUTPAECBAgQIECAAAECBAgQIECAAIFzAQ3Acx97CRAgQIAAAQIECBAgQIAAAQIECAwtoAE4dPkET4AAAQIECBAgQIAAAQIECBAgQOBcQAPw3MdeAgQIECBAgAABAgQIECBAgAABAkMLaAAOXT7BEyBAgAABAgQIECBAgAABAgQIEDgX0AA897GXAAECBAgQIECAAAECBAgQIECAwNACGoBDl0/wBAgQIECAAAECBAgQIECAAAECBM4FNADPfewlQIAAAQIECBAgQIAAAQIECBAgMLSABuDQ5RM8AQIECBAgQIAAAQIECBAgQIAAgXMBDcBzH3sJECBAgAABAgQIECBAgAABAgQIDC2gATh0+QRPgAABAgQIECBAgAABAgQIECBA4FxAA/Dcx14CBAgQIECAAAECBAgQIECAAAECQwtoAA5dPsETIECAAAECBAgQIECAAAECBAgQOBfQADz3sZcAAQIECBAgQIAAAQIECBAgQIDA0AIagEOXT/AECBAgQIAAAQIECBAgQIAAAQIEzgU0AM997CVAgAABAgQIECBAgAABAgQIECAwtIAG4NDlEzwBAgQIECBAgAABAgQIECBAgACBc4H/nO+2lwABAgQIECBAgACBXgV+/PjxR2g/f/784703BAgQIECAAIEg4BuA1gEBAgQIECBAgACBwQRC42/f/AspHG0bLDXhEiBAgAABAh8IaAB+gGpIAgQIECBAgAABAl8JaPJ9JWtcAgQIECAwr4AG4Ly1lRkBAgQIECBAgMBkApp/kxVUOgQIECBAoJKABmAlaNMQIECAAAECBAgQeCOQ0/zzbwC+EXYuAQIECBCYV0ADcN7ayowAAQIECBAgQGASAc2/SQopDQIECBAg0EjAfwW4EbxpCRAgQIAAAQIECFwJaPxdCdlPgAABAgQI5AhoAOYoOYYAAQIECBAgQIBARYGcxl8Ix5/8ViyKqQgQIECAwMAC/gR44OIJnQABAgQIECBAYD4Bzb/5aiojAgQIECDQWsA3AFtXwPwECBAgQIAAAQIEfglo/FkGBAgQIECAwFcCvgH4laxxCRAgQIAAAQIECGQKaP5lQjmMAAECBAgQeCTgG4CP2JxEgAABAgQIECBA4L2Axt97QyMQIECAAAEC1wIagNdGjiBAgAABAgQIECBQXCCn+ec/8lGc3YAECBAgQGBJAQ3AJcsuaQIECBAgQIAAgVYCOY2/EJvmX6sKmZcAAQIECMwnoAE4X01lRIAAAQIECBAg0KGAxl+HRRESAQIECBBYREADcJFCS5MAAQIECBAgQKCNQG7jL0TnW39tamRWAgQIECAwu4AG4OwVlh8BAgQIECBAgEAzgdzmn8ZfsxKZmAABAgQILCGgAbhEmSVJgAABAgQIECBQUyC38Rdi0vyrWRlzESBAgACBNQU0ANesu6wJECBAgAABAgQ+Esht/mn8fVQAwxIgQIAAAQJ/CWgA/kViAwECBAgQIECAAIH7Ahp/982cQYAAAQIECNQR0ACs42wWAgQIECBAgACBiQVymn++8TfxApAaAQIECBDoXOCfzuMTHgECBAgQIECAAIGuBTT/ui6P4AgQIECAAIFfAr4BaBkQIECAAAECBAgQeCCQ0/gLw/rm3wNcpxAgQIAAAQJFBTQAi3IajAABAgQIECBAYAWBnOafxt8KK0GOBAgQIEBgDAF/AjxGnURJgAABAgQIECDQiYDmXyeFEAYBAgQIECCQLeAbgNlUDiRAgAABAgQIEFhZQONv5erLnQABAgQIjC3gG4Bj10/0BAgQIECAAAECFQQ0/yogm4IAAQIECBD4TMA3AD+jNTABAgQIECBAgMAMApp/M1RRDgSuBfbXun/H89rMEQQIjCOgAThOrURKgAABAgQIECBQUWDfDDiaWoPgSMU2AmMJpK71sN01PlYtRUuAQFrAnwCnbewhQIAAAQIECBBYVCDVENhyaAxsNfxMYEyBnGt9zMxETYAAgT8FNAD/9PCOAAECBAgQIEBgcYGchoDm3+KLRPpTCORc61MkKgkCBAj8EvAnwJYBAQIECBAgQIAAgV8COc0AjT9LhUBaYHsN9X6tbGNNZ2QPAQIE5hHwDcB5aikTAgQIECBAgACBhwI5zYDeGxoPU3cagSIC+2to/77IJIUGyY3NNV8I3DAECHQh4BuAXZRBEAQIECBAgAABAq0EcpoBGgGtqmPeEQRyrqFe8hgp1lyzVE7uW7mCjiOwhoAG4Bp1liUBAgQIECBAgMBOIPWheXuYD9BbDT8TWEegp2s/5151VJlwXk95HMVoGwEC9QQ0AOtZm4kAAQIECBAgQKATgZwP1CN8cJ4lj06WhTAIVBHIuW6rBGISAgSWEvBvAC5VbskSIECAAAECBNYWCB+8cz58z9L8C9XOyXftVSH7twIjXC8xx9axuh5jJbwSIFBbwDcAa4ubjwABAgQIECBAoIlAzgfv1s2BJjALTrpdC2q+3gLY1ny7FqLEdn/cNuLrLHmMaC9mAj0K+AZgj1UREwECBAgQIECAQFGBow/5+wl8WN6LzPl+vxb27+fMuk1Wvdv2Ht/TqoV7mfvZUz3nEZhXwDcA562tzAgQIECAAAECBH4J5HzIH/HDcog5JzeLgEBLgbBGR7q+xNpytZibAIEvBTQAv9Q1NgECBAgQIECAQDOBnObYSB/295A5+YVzRs5xn7P3BEoJ5F4/peaL44TrcTt37vW5PSeO5ZUAAQJ3BDQA72g5lgABAgQIECBAYAiBnA/LuR+8e0s4J7cQ86j59eYtnvcCYc32tB5T11CtGGvN875yRiBAYCYB/wbgTNWUCwECBAgQIECAwB/frjniCB++R/0Anmpc7PMcNb99HrXe57rWisc8BAgQIECgtIBvAJYWNR4BAgQIECBAgEAzgatGzqiNsau8Ivio+cX4vY4pkLM+wzE9rM9UrD3ENmb1RU2AwCgCvgE4SqXESYAAAQIECBAgcCqQ+mAfTxrxA37I6SqvkF/IbcT8Ym1qvnKqqf3nXDlr+c8zvCNAgACBUgK+AVhK0jgECBAgQIAAAQJNBHKaCiM2fXLyCuAj5tZkodyc9Mif9U3Ezg4/qmkIUV07K5RwCBD4RMA3AD9hNSgBAgQIECBAgEANgdQH+u3co324Dznl5jVabtu69Pxzyj+3Nj3nVjq2lFVqbaaOLx3XfrxW8+7j8J4AAQKtBHwDsJW8eQkQIECAAAECBF4JXH2gTzUgXk368clXOcXpR8wtxt7ra659iD8cqwa9VvJeXOp4z8vRBAiMK6ABOG7tRE6AAAECBAgQWFbgqlkz4of6q5xCsUfMq/QizXEqPafx7gnEdRpee6hXKoYY573sHE2AAIExBTQAx6ybqAkQIECAAAECywqkPsxHkBE/1M+YU6xHqdcro1LzGCdf4GlNwnkjXqf5Mo4kQIBAfwL+DcD+aiIiAgQIECBAgACBA4HQNLhqOIzYVJgxp4Pyvdp0ZfRq8Acnj7jOHqRZ5JTWVqm10zquIrgGIUCAwA0B3wC8geVQAgQIECBAgACBNgKpD/HbaEb7QD9jTtt6zPjzaGusRQ0YtVA3JwECBK4FNACvjRxBgAABAgQIECDQSCCnSRZCG6npMGNOjZZH0WlHWkNFE384WO46Tg0fzv/aPBXj1/OmcradAAECLQU0AFvqm5sAAQIECBAgQCApkPrwvj1htA/yOTmF/EbLa1uTL34OHnu7N0b7sb6I2Zi/BY7q93uvnwgQIECghoAGYA1lcxAgQIAAAQIECNwSyGnQvGkA3QqmwME5+YRpRsqpAMutIdjc4vr04NR6vlujMM7dc3ITKxVj7nyOI0CAQO8C/iMgvVdIfAQIECBAgACBxQRSH9wjQ2gYfNU0iHOUfL3KJ841Uk4xZq8EcgWs71wpxxEgQOAbAd8A/MbVqAQIECBAgAABAg8ErpplIzURrnKJPCPlFGP2SmAv0NM6Tl17PcW49/OeAAECXwv4BuDXwsYnQIAAAQIECBDIEkh9aA8nhw/uI314P8tlizFSTtu4/byuQO7azhUqPV7uvI4jQIDAagK+AbhaxeVLgAABAgQIEOhQ4KwJMFKT7CyPLftIOW3jnuHn3BrNkGtvOYR1/7V/anzXXG+rQTwECNQW0ACsLW4+AgQIECBAgACBPwRSH9jDQSN9aD/LIyY8Uj4x5hVe1eVdlfm983M2AQIEagj4E+AayuYgQIAAAQIECBA4FDhrmo3UVDjLIyY+Uj4x5tlec+o0W84l8+ndLxWfa6/kKjAWAQKjCmgAjlo5cRMgQIAAAQIEBhdIfVgPaY3ygT3kcJZHLNEo+cR4V3pVm/bVzrmG2kcpAgIECIwtoAE4dv1ET4AAAQIECBAYUuDsA/8oDZmzHGJRQi6j5BNjnvU1p16z5l4ir5Tf3fV99/jc2EvFlzuf4wgQIDCagAbgaBUTLwECBAgQIEBgcIHUB/WQ1lfNgdJkZznEuUbJJcbrlQABAgQIEJhXwH8EZN7ayowAAQIECBAg0J3AWeNshIbZWfwRe4Q8YqyrvKbqplZ5K6B3v97jy1NOH5XKL32GPQQIEPhbwDcA/zaxhQABAgQIECBA4AOBsw+xIzRizuKPXCPkEWP1SqAngZzr6yjep+cdjTXSNveakaolVgJ9CGgA9lEHURAgQIAAAQIEphY4+5A+wgfZs/hj4UbII8bqdZw/N29dq9Taf7Pe35yb61FjjtxYHEeAAIEeBPwJcA9VEAMBAgQIECBAYFGB3j+kp5of23L1nsM21hV/zqnhii45Ofdul4rPNZlTXccQILCagG8ArlZx+RIgQIAAAQIEKguM+iE9FfeWT6NhqzHOz+r2rlY9+OVcn++y7OPsVfLsQ1sUBOYW0ACcu76yI0CAAAECBAgQuCkQPnDnfOjuoQlyM7XlDs+p43IomQmn7L5c96k5M0P+/4d9Gd+dOL48doUcv/QzNoFVBTQAV628vAkQIECAAAECFQRSH+h7/QCbindLFWLvNf5tnH4+FlC7Y5faW9/UIXWdvhmzdv7mI0CAQG0BDcDa4uYjQIAAAQIECBDoUiDVVNgGq8Gw1ej755x69p1Bu+hSdj2s/1Rs7bTMTIAAgTEENADHqJMoCRAgQIAAAQLDCaQ+qPfQRNhjpmLdHtdj3Nv4/EyghEDOtVBintQYZ/Of7XN9pkRtJ0CAwL8C/ivAVgIBAgQIECBAgMCyAmcNhYiisRAlxn9Vy+c1/MIujJlzDV5F/UVsV3PW2F/Cpkac5iBAYAwB3wAco06iJECAAAECBAhMIdDTB/WcD9c9xTvFAqiURE5tK4Uy1DQpt9rXwVEcR9uGwhUsAQIEGgtoADYugOkJECBAgAABAgTqC1w1E0LDo3bTo76CGQm0F8i5zs6u15zz22dZLoLV8i0nZyQCBDQArQECBAgQIECAAIFPBPYfVPfvP5k0Y9CzZkI4vZc4M1JxyE4g1DZVX3XdYe3e9uZ2VssYuppGCa8ECBC4FvBvAF4bOYIAAQIECBAgQOChQG8f0FNNjpheb/HGuLxeC1zV9nqEdY9obReuu1QMqe2u1XXXq8wJEHgmoAH4zM1ZBAg0Ejj6JdAvgI2KYVoCBAgMJHD0/NiH73myF5nn/aq13a77lMH2mH3FU+fsj/OeAAECBPoX0ADsv0YiJLCswNkvpFuUcJxfULcifiZAgACBrUDO88RzZCs218+r1na/7u/+vlTbLcy3jzm1EmvHlorDdgIECIwkoAE4UrXESmBSgdxf9iZNX1oECBAg8KHA1TNGI+FD/MpDHzWQ1Pe8CFfXx/nZ5ffGep3FFY8pP7sRCRAgMLeABmCn9T176B2F7EF4pGJbK4G767dVnOYlQIAAgbkFrp5Hfn+ar/5qml/Ts+ujtWOYfx9f65jyZR1JgACBPgU0AAvUZf9wKjDk7SFCDB6Kt9mc8ECgh/W+D9va34t4T4AAAQJXzyvPDmtkZoGr9X+2v5dro5c4Wq2Tsxq1ism8BAiMLaAB+LJ+bswvAZ0+lECP6331Xw6HWkCCJUCAQAWBnGeVZ0eFQpiiO4G47s+ukXhMd8ELiAABAgReC2gAviY0wFuBo19C/PLxVnWu862Hueopm7UEju7xewHX+F7E+6cC1ttTOeetInB2jbgX978K1Kj/GomQQM8CGoA9V+dGbKM+DFK/hKS2j5rnjVIue6jaLlt6iU8skLqX71O+Os79YS/m/ZHA1ToK51hLR3K2rSJwdo24Nuqvgn091KB+DcxIYDUBDcCXFQ836v3N++WQl6ev/HBIWa9scrlgCh5wZ72rSUF4QxFYXCDe+91XFl8IJ+nHNZI6xNpJydhOQGO8xRo4umdtt7lntaiKOQnML6ABWKDGX9ygtw+AEOIXcxRIvZsh9l4xMG5RotxradNt7UqPXS5rIxEg0IOA+0UPVegvhu26OIrOs+VIxTYC/wq4PvpcCVf3tT6jFhUBAr0L/Ph10//Ze5Dim1ug5gNupuW+dxsxt30OYaWPmMfcV6jsCLwTOLrO343499nuG3+brLLlan1ZG6usBHnuBa6ujXC862OvVu99Tn2OolGzIxXbCBDIFdAAzJVyXDWBpw/E3ABHe3De8Zght9FyyF132zrOmmOuheMIRIHtdRG3vXl1bb3RG+/cq/VjPYxXUxGXE3B9lLP8aqSrGh3N6752pGIbAQK5Av4EOFfq5XHbG7wb9zlmymdreD7C2HtXyXPsKuVHf1TPsC21zvNHdiSB8QWuroOj6+cs63j81bhnY9g3hkCs9VG06n+kYhuBfwVcH/2shG0tzu5pMeLt8XGbVwIECNwR0AC8o/Xw2P0NPbx3A7+PmTLb+94fud0ZI8feTm2cmdV3nFqJtE+BeN+/ey3F4+P5fWYnqqcCsb5H56v5kYptKwqEa2F/rbg++l0JsTb7mvUbscgIEBhRQAOwUdXCzT3e6BuFMM20KcdeH6BfxZVymKbQgyXyVZ0HYxAugSIC+/tb7vUVjtufWyQggzQTOKu9Wjcri4k7FXBNdFqYk7BCzc7uc/tT98eq+V7IewIEtgIagFsNP1cX2D60Sj+w7j5AayS/zbfUfKXdSsW18jhXdVazlVeH3EsIbK+hq+st7N8eX2J+Y7QROKu1GrepiVkJrCywvyeVug+FcXLG3h8TanG0rVRcK9da7gRmEdAArFDJo5t4hWm7n2L/gArvPaDSZWOTtulpz35d72NTx72I9wTeCcRr6uza83x5Z9zD2Wf1jWughzjFQIDAGgJH96SjbaU03oy9Pdf9slRFjENgTIF/xgxb1ATmFwgP6O3/5s94/Ay3v2AdZeOXriMV2wiUEbi6vq6uzzJRGOULgbPaXdX9i3iMSYAAgVEFzu6no+YkbgIE8gV8AzDfypGDCfT4gAsfVI7i2n+ACcfE4/b7BiuDcP8roI6WwggC8b6zj3WU9RvjTOURt8fj9nl6P5aAOo5VL9ESIECAAAECbQU0ANv6m/0jgfghbz98Dx8WrmLYxx7eX52zz9P7+gL7um0jUL+thp+/FDhbh2/mHe0+FK65M4vR8nlTu9HPTdXRfXX0yoqfwNgCV8+ZsbMTPQECswpoAM5aWXkRINBcwAfU5iXoLoBUM6O7QCcI6OrDmSbguEV2bx23diInMJPA1XOmx1zdP3usipgI1BPQAKxnbaYKAmcfrj3wKhRg0SnO1t2MJNt8XVf5Fd665Z/lyDcCVx/OQk2s4TfC357rmvnW1+gECLwX8Ax5b2gEAgTqCfiPgNSzNtNG4Itf6r8YcxOyHwncEpj1F8L9dbZ/fwvJwcMIjLyeR459mAVSMVD1rIhtKgIECBAgQGAqAd8AnKqcYyfz9Jf6nAbE07HHFhV9DYGc9VcjDnMQKC0w030z5nJ0vYZtcX9pQ+M9Fziq1fPRnEmAAAECBAgQIKABaA0MK5D74cAHu2FLLHACUwmEe1HufetN4u55b/Sc27OAtd1zdcRGgEAvAqV+13DP7aWi4iBQTkADsJylkSoJ3HmojfbgupNbJW7TnAik6jXaujtJ0a7CAtZGYdCbwwX/1HV7cyiHEyBAYHiBq/uhZ1a9El/Vol4kv2cKMVkDvz38RGAGAQ3AGaq4QA53H4oeVgssCikSIECgkIAPOYUgCw6zb9Z6rhfENRSBXwI5v1vnHBMxXaNR4t/XO3Z/nukdAQIEvhPQAPzOtsnIOQ+b0R7QOTltsUfLbxv70c+z5XOU40zb1GumasplRoFwjd59rszoMEJO7qcjVEmMBP4VcF+1EggQINC/gAZg/zVKRvj0QRvOa/lL9Z247xzbMqdkkeyYVuDO2pwWQWJdC2zXqPtj16USHAECBAgQ6E7A7w7dlURABF4LaAC+JrweYPsh7Pro9BGlxknPYA+BegLWcz1rM60nsL++wnu/yK+3DmRMgACBlEB4JuyfFaljbR9TIKfGfjcYs7aiJvBUQAPwqdzL845utis/hI887hLv/UqMeTcGx78TGKVm+7UWsx4l/hivVwIECBAgQGBdgbPfW1K/66yrVSfzs5qcRZCq19PxzuayjwCBcQU0ADupXeqm3Ul4zcIID62nNlfneSA2K6uJCRD4UODq3vfh1IYmQIAAgUkEcn9P9sw5L/jdzzIlPc/Gyq3veXb2EiAwmoAG4McVO7vxfjx1cviWN/wnHncfnMnEdzv2sbR02YXm7YAC1s+ARRMyAQIECBAg8Epght9/9p8JXoHsTv5y7N1Ut97GuGao363EHUxgcQENwAkWwNGNO97U9+kdHbs/pvb7nJjiMam8SsR8NHact8T4xiBAgEArAfeyVvLmJUCAAIGWAke/37eMp7e5g4/fEXqringIfNsH7wsAACVsSURBVCegAfidbXLko5ts2Jb7gDo6fz/Zfrycc/Zj9Pg+lUeu3d2c4ripee+O5/jxBeKaGD8TGRAgQIAAAQIE+hLwe1Zf9RANAQJzCWgAdlTP0k2m0uO9pfrygb7PtfRcYbz9HG89nD+PgLUxTy1Hz6T0vW90D/ETIECAQB8Cnk991EEUBAisLaAB+GH9Peg+xL0Y+qoh02NteozpgtluAgQGELi6Hw6QQtEQ3WuLchqMAIFOBdzr+itMrefxndrXiqm/aoiIwJoCGoCV6+4m+yd4K4/tvHcekn9G791TAeZP5Zz3tcB2bW7vE1/Pa3wCBAgQIFBKYPssKzXmCuPM8tyfJY8V1pwcCdQW0ACsLW6+7gTCQ7LXX5RWeoCvlGt3F0HHAW2vza/WyHaOLUXY/tWc23lK/ZzKo9T4M4yTMhqpzjPUQQ4ECBCoKeAeX1PbXAQI9CygAfhRdVIfMj6arvthe/XIjcsvDt0vMQFOKLC/PvfvJ0xZSgQIECBAYHkBv3cvvwQAECDwkYAG4Eewhr0WaPlw10i4ro8jCBAYX6DlfbY3vdR9n1FvlRIPAQJvBcJ9LXXPezv2m/Pdb9/oOZcAAQLvBTQA3xtmj+Chl0312YFPfhlSt8/KYWACXQu49rsuz63gntz7b03gYAIECHQm4BnWWUGEQ4AAgQ4ENAA7KMLsIfTwwetuDH5pmn1Vyo/AucBo94C797jz7Ofae2YzWp3nqoxsCBAgQIAAAQIEagpoAH6gffZh44PpDHkicLcWPgyeYNpFoLJAuB7vXsNPQ5zx2p8xp7v1PVs/fO5qOp4AAQIECBAgQGBkAQ3AStXzQaMS9H+nOfvQdxSJ+hyp2EagvYBrs30NRECAAAECBAgQIECAwPgCGoDj11AGG4FRG393496k7EcCBBYXcP84XgBnLhrLx2a2EiBAgAABAgQIzCugAThvbZfJ7OxDXgrBh7+UjO0ECBAYX+DsueD+P359ZUCAAAECBAgQIHBfQAPwvpkzGgucfbC7Cm2kD34jxXrlbj8BAnUFVr5/nD0jVnapuwLNRoAAAQIECBAg0JuABmBvFVkknjsfws4+zOVw3ZkrZzzHECBAoBeBt/fHXvIoFceZh2dBKWXjECBAgAABAgQIjCigAVi4amcfPgpPVXy4beytPyhtY3maaOscnsY9+3klatubUcjJeuutKuvGs+paPLu3rGqy7lUgcwIECBAgQIAAgb3AP/sN3pcXGOGDx/6D0/59eZX0iG/nDt4jmKcF1tujXuvVXMbvBd7eK99H0M8IZxbuL/3USSQECBAgQIAAAQLtBHwDsJ19FzOffWjqIsDMIHzAy4Ry2GuBsNaOrpuwzTp8zWuAlwIrrsGj6zEyrugRc/dKgAABAgQIECBAYCugAbjVmPjnsw9IX6e9b5iU+EBWYoyv884dv0RttmPMZJNr2MtxoQ78e6nG3HFsr/m5M01nd2XgWkzb2UOAAAECBAgQILCegAZgwZpffRgpONXlUD3FEoK980EsHHsU/50xLoE6OeAoz7te+zHC+xmtOinZ/w8jtUZ7ilEs6wmsdN3v73v7aq9ksc/dewIECBAgQIAAAQJHAhqARyodb7v60NNx6LdCW+HD2yq1vFX4gQ5ONQFjXVdYwwOVa6pQ4xqbKqkbyVzl79q7gelQAgQIECBAgACBZQQ0AD8udc4HkasPMx+HeDh8TtyHJ9r4WmBW+x7X+etinQxwle+sdT4hsetDgVXWk+vqw0VkaAIECBAgQIAAgakFNAA/Lu/Vh5WPp88afpUPjlkYjQ+6U4sR1lbkHCnWGHPOa6jX09yuzruzFnJidcwcAlfrZo4sj7O4yt01c+xmKwECBAgQIECAAIEgoAG40Drw4aivYu+bR/v3fUUrmpTAV3ULzQ7XbErd9pUErhp/wcK1stKKkCsBAgQIECBAgMATAQ3AJ2qJc75qBCSmu9zsA9ElUdUDrj7EXu3PDVbdc6XKHRfNS9WwXGTlR9rf52Lu5Wcy4l4gtb5mrUEq373LrPnv8/SeAAECBAgQIECAwBsBDcA3egfnbj+I5H54ORjmctN2nsuDHdBc4Mu10Dy5jADCel3BIF6Xs+ca88wovUMKCcy+prZMublah1s1PxMgQIAAAQIECBA4F9AAPPd5tfdu08OHmVfcTv4l0PMauns9jFzQszpoboxc2f5iP1tr/UV7HlHutRFGmSnvcxV7CRAgQIAAAQIECJQR0AAs45gcxYeUJI0dBQRGW18h3v2H/NFyeFu21fJ96+X8NQT294WzrF1DZzr2ESBAgAABAgQIEDgW+PHrF+mfx7tsJUCgpIAPuCU1jUVgLYGz+8fIj/GzvPYVHjnPfS7eEyBAgAABAgQIEKgt4BuAtcXNt6yAD6/Lll7iBAjsBDT+diDeEiBAgAABAgQIEPhYQAPwY2DDEyBAgAABAr8Fcpt//o8mv838RIAAgZEEtvd59/KRKidWAgRmF9AAnL3C8iNAgACBaQVG+mC1/UB4VpCRcjrLwz4CBAisKLC/14f37usrrgQ5EyDQo8A/PQYlJgIECBAgQOC3wP7DU3i/3/b76P5+2n8gTEU4Uk6pHGwnQIAAAQIECBAg0KOAbwD2WBUxESBAgACBncCIzTGNv10RvSVAgAABAgQIECDQSEADsBG8aQkQIECAwKwCuY2/kP+Ijc1Z6yYvAgQIvBG4c+9/M49zCRAgQOCZgAbgMzdnESBAgAABAjuBOx/+NP52eN4SIEBgQgH3+gmLKiUCBIYV0AActnQCJ0CAAAEC7QXuNP1CtD4Mtq+ZCAgQIFBa4O6zoPT8xiNAgACBawENwGsjRxAgQIAAAQIbgScf9DT+NoB+JECAwEQCT54JE6UvFQIECAwjoAE4TKkESoAAAQIE2gk8/YCn8deuZmYmQIDA1wJnzwb3/6/1jU+AAIF7AhqA97wcTYAAAQIElhE4+2B3heCD35WQ/QQIEBhb4OwZ4Rkwdm1FT4DAnAIagHPWVVYECBAgQOCxwNmHuqtBfei7ErKfAAEC4wtcPSfifs+E8WstAwIE5hH4Z55UZEKAAAECBAi8FYgf2u6OEz7k+aB3V83xBAgQGE/gznPizrHjSYiYAAECYwn4BuBY9RItAQIECBDoRkDDr5tSCIQAAQJVBDT0qjCbhAABAp8IaAB+wmpQAgQIECAwp4Cm35x1lRUBAgQIECBAgMDcAv4EeO76yo4AAQIECNwSOGrwhW3xf7cGczABAgQITCNw9u2/o2fHNIlLhAABApMI+AbgJIWUBgECBAgQKCXgg1wpSeMQIEBgDoGr5l9qv+fJHPWXBQECcwj4BuAcdZQFAQIECBAgQIAAAQIEigukmnthIg2+4twGJECAwGcCGoCf0RqYAAECBAgQIECAAAEC4wrkNP9Sx2gOjlt3kRMgMKeABuCcdZUVAQIECBAgQIAAAQIEHgukGnthQM29x6xOJECAQDMBDcBm9CYmQIAAAQIECBAgQIDAuAKpJqEG4bg1FTkBAvMKaADOW1uZESBAgAABAgQIECBA4LZAqrEXBtLcu83pBAIECHQhoAHYRRkEQYAAAQIECBAgQIAAgfYCuc2/1HEahO1rKAICBAgcCWgAHqnYRoAAAQIECBAgQIAAgcUEUk29wLBt7J0dtxiZdAkQIDCMgAbgMKUSKAECBAgQIECAAAECBL4ROGvq5Tb/tsd9E6VRCRAgQOCpgAbgUznnESBAgAABAgQIECBAYHKBbVMvt0k4OYn0CBAgMKSABuCQZRM0AQIECBAgQIAAAQIEygicNfbiDGfHbJuE8XivBAgQINCXgAZgX/UQDQECBAgQIECAAAECBKoJ5DT2co6pFrCJCBAgQOCRgAbgIzYnESBAgAABAgQIECBAYGyBt4093/wbu/6iJ0BgLYH/rJWubAkQIECAAAECBAgQINC3wLYx91WTbTvHXiPOeXbM/hzvCRAgQKBvAd8A7Ls+oiNAgAABAgQIECBAYCGBfdNt/74ExdmYuc2/eFyJeIxBgAABAt8LaAB+b2wGAgQIECBAgAABAgQIdC8Qm3pnDcKQRDyu+4QESIAAAQL/E/AnwP+j8AMBAgQIECBAgAABAgTaCVw13kpElpojNvVS++Pc8bjwfnvsdns81isBAgQI9CPgG4D91EIkBAgQIECAAAECBAgQaCawbegdBRGbfOG4/bH790fn20aAAAEC7QQ0ANvZm5kAAQIECBAgQIAAAQKnArHpdnpQ5s5Uky7MkdoXh45xXB0Xj/dKgAABAn0J+BPgvuohGgIECBAgQIAAAQIECFQVOGvqxcZfCOjsuKoBm4wAAQIEbgtoAN4mcwIBAgQIECBAgAABAgTmF4jNv5zGXzx2fhUZEiBAYEwBfwI8Zt1ETYAAAQIECBAgQIAAgc8EYkNP8+8zYgMTIECgqoAGYFVukxEgQIAAAQIECBAgQKCNQGzqXc0ejguNP82/Kyn7CRAgMI6APwEep1YiJUCAAAECBAgQIECAwKcCsfl3NUluM/FqHPsJECBAoI6ABmAdZ7MQIECAAAECBAgQIECgmUDOt/lCcDnHaf41K6OJCRAg8FhAA/AxnRMJECBAgAABAgQIECDQr0BOMy9E71t//dZQZAQIECgl4N8ALCVpHAIECBAgQIAAAQIECHQikNv8C+HmHOtbf50UVhgECBB4KOAbgA/hnEaAAAECBAgQIECAAIHZBTT+Zq+w/AgQWEXANwBXqbQ8CRAgQIAAAQIECBAgcENA8+8GlkMJECDQuYAGYOcFEh4BAgQIECBAgAABAgTuChw17462pca9c2xqDNsJECBAoB8BfwLcTy1EQoAAAQIECBAgQIAAgT8Ewr/P97QZtz/Pv/X3B603BAgQWEpAA3CpckuWAAECBAgQIECAAIHVBHIaf8Fk3zBczUm+BAgQmFnAnwDPXF25ESBAgAABAgQIECAwjMAXDbic5l+Y94u5h4EXKAECBBYQ0ABcoMhSJECAAAECBAgQIEBgPYHc5t96MjImQIDAegL+BHi9msuYAAECBAgQIECAAIGJBXIafyF93/qbeBFIjQABAjsBDcAdiLcECBAgQIAAAQIECBAYUUDjb8SqiZkAAQJ1BDQA6zibhQABAgQIECBAgAABAp8I5Db+wuS+9fdJCQxKgACB7gU0ALsvkQAJECBAgAABAgQIECDwt4DG398mthAgQIDAsYAG4LGLrQQIECBAgAABAgQIEOhCIDT64jf37jT9QvDxvC4SEQQBAgQINBP48euB8LPZ7CYmQIAAAQIECBAgQIAAgT8E7jb5/jj5v298zDtSsY0AAQLrCvgG4Lq1lzkBAgQIECBAgAABApMJaPxNVlDpECBAoJDAP4XGMQwBAgQIECBAgAABAgQIFBB40sQL5zw5r0C4hiBAgACBAQQ0AAcokhAJECBAgAABAgQIEFhLILeZp/G31rqQLQECBJ4KaAA+lXMeAQIECBAgQIAAAQIEPhQ4awJq/H0Ib2gCBAhMKODfAJywqFIiQIAAAQIECBAgQGAOgbMm4BwZyoIAAQIEagj4BmANZXMQIECAAAECBAgQIECAAAECBAgQaCSgAdgI3rQECBAgQIAAAQIECBAgQIAAAQIEaghoANZQNgcBAgQIECBAgAABAgQIECBAgACBRgIagI3gTUuAAAECBAgQIECAAAECBAgQIECghoAGYA1lcxAgQIAAAQIECBAgQIAAAQIECBBoJKAB2AjetAQIECBAgAABAgQIECBAgAABAgRqCGgA1lA2BwECBAgQIECAAAECBAgQIECAAIFGAhqAjeBNS4AAAQIECBAgQIAAAQIECBAgQKCGgAZgDWVzECBAgAABAgQIECBAgAABAgQIEGgkoAHYCN60BAgQIECAAAECBAgQIECAAAECBGoIaADWUDYHAQIECBAgQIAAAQIECBAgQIAAgUYCGoCN4E1LgAABAgQIECBAgAABAgQIECBAoIaABmANZXMQIECAAAECBAgQIECAAAECBAgQaCSgAdgI3rQECBAgQIAAAQIECBAgQIAAAQIEaghoANZQNgcBAgQIECBAgAABAgQIECBAgACBRgL/aTSvaQkQIECAAAECBAgQIDC0wI8fP7Lj//nzZ/axDiRAgAABAqUFNABLixqPAAECBAgQIECAAIHpBO40+46SD+drAh7J2EaAAAECNQQ0AGsom4MAAQIECBAgQIAAgSEF3jb+hkxa0AQIECAwnYB/A3C6kkqIAAECBAgQIECAAIG3AqHxV7r5V3q8tzk6nwABAgTWEdAAXKfWMiVAgAABAgQIECBAIEPgy0bdl2NnpOYQAgQIEFhUwJ8AL1p4aRMgQIAAAQIECBAg8KfAk+bc2b/r92S8PyPyjgABAgQIlBH48euB5T9HVcbSKAQIECBAgAABAgQIDCqQ26y7+/EpNe7dcQZlFTYBAgQIdCLgG4CdFEIYBAgQIECAAAECBAi0EUg16WI0b5p14dyr8eM8XgkQIECAwFcC/g3Ar2SNS4AAAQIECBAgQIBA9wJXzbk3zb/ukxcgAQIECCwjoAG4TKklSoAAAQIECBAgQIDAVkDzb6vhZwIECBCYWcCfAM9cXbkRIECAAAECBAgQIHAo0Hvz7yq+kNTVtxP3Y1wdfwhlIwECBAhMIeAbgFOUURIECBAgQIAAAQIECJQSaN0o2zfuUnkdHRe2xf/tzzs6fn+M9wQIECAwp4BvAM5ZV1kRIECAAAECBAgQIHBToGbjLzTjSsynqXezyA4nQIDAogK+Abho4aVNgAABAgQIECBAYGWBffNt/35lG7kTIECAwHwCP3496H7Ol5aMCBAgQIAAAQIECBAg8KfA9ttytT8GbeeOUZ3FcHR8PO/t69m8b8d2PgECBAj0KeAbgH3WRVQECBAgQIAAAQIECBQU2DfU9u8LTlVkqNCki/8rMqBBCBAgQGBpAQ3ApcsveQIECBAgQIAAAQIEehZ42qjUPOy5qmIjQIBAfQH/EZD65mYkQIAAAQIECBAgQKADgdBc6/nPYXObfz3n0EGZhUCAAAECvwQ0AC0DAgQIECBAgAABAgQIDChw1fjLbSAOmLqQCRAgQOCmgD8BvgnmcAIECBAgQIAAAQIExhO4apaNlFHI5Sofzb+RKipWAgQIfC+gAfi9sRkIECBAgAABAgQIECBwW+CoyXe07fbATiBAgACB5QT8CfByJZcwAQIECBAgQIAAAQJRoPd/B7B0w6/0eNHRKwECBAj0LaAB2Hd9REeAAAECBAgQIECAQGWB3D+f7bmZFmLb5tFzrJXLazoCBAgsKfDj14Pg55KZS5oAAQIECBAgQIAAgeUEtk2xEsnnfpw6mjf33BJxGoMAAQIE1hbwbwCuXX/ZEyBAgAABAgQIECDwscBR8y9Mmdr+cTiGJ0CAAIEFBfwJ8IJFlzIBAgQIECBAgAABAt8KaO5962t0AgQIELgnoAF4z8vRBAgQIECAAAECBAgQSApo/CVp7CBAgACBhgIagA3xTU2AAAECBAgQIECAQJ8CR/8+X6q5l9reZ2aiIkCAAIEVBTQAV6y6nAkQIECAAAECBAgQ+J/AUbPvfzs3P4Tj9s2+/fvN4X4kQIAAAQLdCPiPgHRTCoEQIECAAAECBAgQIECAAAECBAgQKC/gG4DlTY1IgAABAgQIECBAgMBkAk+/6bf9duHTMSajlA4BAgQINBDQAGyAbkoCBAgQIECAAAECBPoXeNOw2zb++s9UhAQIECAwu4AG4OwVlh8BAgQIECBAgAABArcEnjb+NP1uMTuYAAECBCoKaABWxDYVAQIECBAgQIAAAQL9Cmj89VsbkREgQIDAOwENwHd+ziZAgAABAgQIECBAYAKBu82/kb7td5bbSHlMsMykQIAAgWYCGoDN6E1MgAABAgQIECBAgMBoAj03zM4afSnncE7POaXitp0AAQIE7gloAN7zcjQBAgQIECBAgAABAosJ9Noge9LwW6x00iVAgACB/wpoAFoKBAgQIECAAAECBAgsLxCafPuGWk+Nv31syxcMAAECBAjcEtAAvMXlYAIECBAgQIAAAQIEZhVo3fDT5Jt1ZcmLAAEC7QU0ANvXQAQECBAgQIAAAQIECCwqULPpd/Qtx0XZpU2AAIHlBDQAlyu5hAkQIECAAAECBAisKVCz2dZKuPW3GFvlbV4CBAgQOBfQADz3sZcAAQIECBAgQIAAAQLdCmj4dVsagREgQKArgX+6ikYwBAgQIECAAAECBAgQqCgwegPtzrca7xxbsQSmIkCAAIEKAr4BWAHZFAQIECBAgAABAgQIEMgR2Dckc5p28Zj9udv54jHbbeHns3P2x3pPgAABAuMKaACOWzuREyBAgAABAgQIECAwgcBZEy7uSzXwtunHY+I5cV/cHt97JUCAAIH1BPwJ8Ho1lzEBAgQIECBAgACB5QR6aILtG3OxCDmxhXNT58dx4msYL3fMeI5XAgQIEJhb4Mevh8jPuVOUHQECBAgQIECAAAECqwqcNcJafBQqFc/ZODm1bpF7TlyOIUCAAIFvBHwD8BtXoxIgQIAAAQIECBAg0FjgbZOscfin04cG3tMm3tPzTgOykwABAgS6FtAA7Lo8giNAgAABAgQIECBAYCaBs+bbk4bl2XgzucmFAAECBN4JaAC+83M2AQIECBAgQIAAAQIEigqERmD839XAT5qGT865isN+AgQIEOhbQAOw7/qIjgABAgQIECBAgACBDwR6/ebcvjm3fx8owrb4v6c0R+M+Hct5BAgQINC/wH/6D1GEBAgQIECAAAECBAgQmEcgNB/vNODuHHtHKY7bazP0Ti6OJUCAAIFzAd8APPexlwABAgQIECBAgAABAkMKhMZeTnMvNAJjM3DIRAVNgAABApcCGoCXRA4gQIAAAQIECBAgQGAmgZymWKt8S8S2b/zljhkbgZqBrapvXgIECHwn4E+Av7M1MgECBAgQIECAAAECBA4FQlOuZKPtqskX9+fOGY+L5x0mYSMBAgQIDCOgAThMqQRKgAABAgQIECBAgMBbgREaWiHG2IBL5fs0j5yxt3Nu43g653Y8PxMgQIBAG4Efv27iP9tMbVYCBAgQIECAAAECBAh8J7BtXsVZevv4s42xdmzbuaNPzmvtOHNicgwBAgQInAv4BuC5j70ECBAgQIAAAQIECBD4TKBlMy3OfbcRuD8+jvMZkoEJECBA4LWAbwC+JjQAAQIECBAgQIAAAQK9CmybVRpV11Xael0fnT6CddrGHgIECLQQ0ABsoW5OAgQIECBAgAABAgQIdC7wthmoCdh5gYVHgMBSAv8sla1kCRAgQIAAAQIECBAgQCBLIDTwNPGyqBxEgACB7gX8G4Ddl0iABAgQIECAAAECBAgQaCewbQK+/VZguyzMTIAAgbUFNADXrr/sCRAgQIAAAQIECBAgkC2wbQaGk1INwf1x2RM4kAABAgQ+EdAA/ITVoAQIECBAgAABAgQIEJhfQKNv/hrLkACBOQT8G4Bz1FEWBAgQIECAAAECBAgQIECAAAECBA4FNAAPWWwkQIAAAQIECBAgQIAAAQIECBAgMIeABuAcdZQFAQIECBAgQIAAAQIECBAgQIAAgUMBDcBDFhsJECBAgAABAgQIECBAgAABAgQIzCGgAThHHWVBgAABAgQIECBAgAABAgQIECBA4FBAA/CQxUYCBAgQIECAAAECBAgQIECAAAECcwhoAM5RR1kQIECAAAECBAgQIECAAAECBAgQOBTQADxksZEAAQIECBAgQIAAAQIECBAgQIDAHAIagHPUURYECBAgQIAAAQIECBAgQIAAAQIEDgU0AA9ZbCRAgAABAgQIECBAgAABAgQIECAwh4AG4Bx1lAUBAgQIECBAgAABAgQIECBAgACBQwENwEMWGwkQIECAAAECBAgQIECAAAECBAjMIaABOEcdZUGAAAECBAgQIECAAAECBAgQIEDgUEAD8JDFRgIECBAgQIAAAQIECBAgQIAAAQJzCGgAzlFHWRAgQIAAAQIECBAgQIAAAQIECBA4FNAAPGSxkQABAgQIECBAgAABAgQIECBAgMAcAhqAc9RRFgQIECBAgAABAgQIECBAgAABAgQOBf5zuNVGAgQIECBAgAABAgQIEFhO4MePH9k5//z5M/tYBxIgQIBAWwENwLb+ZidAgAABAgQIECBAgMCnAneaencCCeNqAt4RcywBAgTaCWgAtrM3MwECBAgQIECAAAECBC4FvmrgXU7sAAIECBCYRkADcJpSSoQAAQIECBAgQIAAgREFNPhGrJqYCRAgMJaABuBY9RItAQIECBAgQIAAAQKdCqzWyPPnv50uRGERIEDgQEAD8ADFJgIECBAgQIAAAQIECASB1Zp6R1XX6DtSsY0AAQJjCWgAjlUv0RIgQIAAAQIECBAgUElgpuZfbOLdySmeU4nbNAQIECDwoYAG4Ie4hiZAgAABAgQIECBAgEAJgVLNuDDOUROw1PglcjUGAQIECJQX0AAsb2pEAgQIECBAgAABAgQI3BKo2YCrOdctBAcTIECAwGcCGoCf0RqYAAECBAgQIECAAIHVBDTXVqu4fAkQIDCGgAbgGHUSJQECBAgQIECAAAEClQVCM2//57IafJWLYDoCBAgQKCKgAViE0SAECBAgQIAAAQIECMwooOE3Y1XlRIAAgfUE/lkvZRkTIECAAAECBAgQIECAAAECBAgQWEdAA3CdWsuUAAECBAgQIECAAAECBAgQIEBgQQENwAWLLmUCBAgQIECAAAECBAgQIECAAIF1BDQA16m1TAkQIECAAAECBAgQIECAAAECBBYU8B8BWbDoUiZAgAABAgQIECBAgMCRgP/q8ZGKbQQIEBhfwDcAx6+hDAgQIECAAAECBAgQIPBaYN/8CwOGbUfbX09mAAIECBCoKqABWJXbZAQIECBAgAABAgQIEBhPQBNwvJqJmAABAlsBfwK81fAzAQIECBAgQIAAAQIEBhPQnBusYMIlQIBAAwENwAbopiRAgAABAgQIECBAoK6AJlldb7MRIECAQF8C/gS4r3qIhgABAgQIECBAgACBwgKaf4VBDUeAAAECwwloAA5XMgETIECAAAECBAgQIECgrsDPnz/rTmg2AgQIECgq4E+Ai3IajAABAgQIECBAgAABAuMKaPSNWzuREyBA4ExAA/BMxz4CBAgQIECAAAECBIYXCE2t2f8MWONu+GUqAQIECHwqoAH4Ka/BCRAgQIAAAQIECBDoQUCDrIcqiIEAAQIEWgn4NwBbyZuXAAECBAgQIECAAAECBAgQIECAQAUBDcAKyKYgQIAAAQIECBAgQIAAAQIECBAg0EpAA7CVvHkJECBAgAABAgQIECBAgAABAgQIVBDQAKyAbAoCBAgQIECAAAECBAgQIECAAAECrQQ0AFvJm5cAAQIECBAgQIAAAQIECBAgQIBABQENwArIpiBAgAABAgQIECBAgAABAgQIECDQSkADsJW8eQkQIECAAAECBAgQIECAAAECBAhUENAArIBsCgIECBAgQIAAAQIECBAgQIAAAQKtBDQAW8mblwABAgQIECBAgAABAgQIECBAgEAFAQ3ACsimIECAAAECBAgQIECAAAECBAgQINBKQAOwlbx5CRAgQIAAAQIECBAgQIAAAQIECFQQ0ACsgGwKAgQIECBAgAABAgQIECBAgAABAq0ENABbyZuXAAECBAgQIECAAAECBAgQIECAQAUBDcAKyKYgQIAAAQIECBAgQIAAAQIECBAg0EpAA7CVvHkJECBAgAABAgQIECBAgAABAgQIVBDQAKyAbAoCBAgQIECAAAECBAgQIECAAAECrQQ0AFvJm5cAAQIECBAgQIAAAQIECBAgQIBABQENwArIpiBAgAABAgQIECBAgAABAgQIECDQSkADsJW8eQkQIECAAAECBAgQIECAAAECBAhUENAArIBsCgIECBAgQIAAAQIECBAgQIAAAQKtBDQAW8mblwABAgQIECBAgAABAgQIECBAgEAFAQ3ACsimIECAAAECBAgQIECAAAECBAgQINBKQAOwlbx5CRAgQIAAAQIECBAgQIAAAQIECFQQ0ACsgGwKAgQIECBAgAABAgQIECBAgAABAq0ENABbyZuXAAECBAgQIECAAAECBAgQIECAQAUBDcAKyKYgQIAAAQIECBAgQIAAAQIECBAg0EpAA7CVvHkJECBAgAABAgQIECBAgAABAgQIVBDQAKyAbAoCBAgQIECAAAECBAgQIECAAAECrQQ0AFvJm5cAAQIECBAgQIAAAQIECBAgQIBABQENwArIpiBAgAABAgQIECBAgAABAgQIECDQSkADsJW8eQkQIECAAAECBAgQIECAAAECBAhUENAArIBsCgIECBAgQIAAAQIECBAgQIAAAQKtBDQAW8mblwABAgQIECBAgAABAgQIECBAgEAFAQ3ACsimIECAAAECBAgQIECAAAECBAgQINBKQAOwlbx5CRAgQIAAAQIECBAgQIAAAQIECFQQ0ACsgGwKAgQIECBAgAABAgQIECBAgAABAq0ENABbyZuXAAECBAgQIECAAAECBAgQIECAQAUBDcAKyKYgQIAAAQIECBAgQIAAAQIECBAg0EpAA7CVvHkJECBAgAABAgQIECBAgAABAgQIVBDQAKyAbAoCBAgQIECAAAECBAgQIECAAAECrQQ0AFvJm5cAAQIECBAgQIAAAQIECBAgQIBABQENwArIpiBAgAABAgQIECBAgAABAgQIECDQSuD/Aaf+TG4nAHRHAAAAAElFTkSuQmCC\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='5.FCF_Model2.png')\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='5.FCF_Model3.png')\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "NI：<br>\n",
    "FCFF = NI+Int*(1-T) + NCC -WC_inv - FC_inv <br>\n",
    "\n",
    "EBIT: <br>\n",
    "\n",
    "FCFF = EBIT *(1-T) + Dep - WC_inv - FC_inv <br>\n",
    "\n",
    "EBITDA: <br>\n",
    "FCFF = (EBITDA - Dep)*(1 - T) +Dep - WC_inv - FC_inv <br>\n",
    "\n",
    "CFO: <br>\n",
    "\n",
    "FCFF = CFO + Int*(1-T) - FC_inv <br>\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "FCFF - Int(1-T) + NB = FCFE\n",
    "\n",
    "NI：<br>\n",
    "FCFE = NI + NCC -WC_inv - FC_inv + NB <br>\n",
    "\n",
    "EBIT: <br>\n",
    "\n",
    "FCFE = EBIT *(1-T) + Dep - WC_inv - FC_inv - Int(1-T) + NB  <br>\n",
    "\n",
    "EBITDA: <br>\n",
    "FCFE = (EBITDA - Dep)*(1 - T) + Dep - WC_inv - FC_inv - Int(1-T) + NB <br>\n",
    "\n",
    "CFO: <br>\n",
    "\n",
    "FCFE = CFO - FC_inv + NB <br>"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "WC_inv:\n",
    "\n",
    "1.B/S : Current Assets - Current Liability\n",
    "其中\n",
    "Current Assets中要去掉cash , cash equivalents\n",
    "\n",
    "Current Liability中要去掉要付int的科目：notes payable & current portion of long term debt from Current liability\n",
    "\n",
    "2.CF/S:\n",
    "\n",
    "$$\\delta WC = WC_{t} -WC_{t-1}$$\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "FC_inv\n",
    "\n",
    "FC_inv = Capital Expenditure(CAPX) - Proceeds from sales of long-term assets\n",
    "\n",
    "1.No Proceeds\n",
    "\n",
    "无处置的:<br>\n",
    "方法1：FC_inc = Gross PP&E_t -Gross PP&E_t-1\n",
    "\n",
    "方法2：FC_inc = Net PP&E_t -Net PP&E_t-1 + Dep\n",
    "\n",
    "有处置的:<br>\n",
    "方法1：FC_inc = Gross PP&E_t -Gross PP&E_t-1 + BV_0 - (处置BV_t + gains)\n",
    "\n",
    "方法2：FC_inc = Net PP&E_t -Net PP&E_t-1 + Dep + BV_t\n",
    "\n",
    "BV_t = Proceeds - gain"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "NB\n",
    "\n",
    "Debt = LT Debt + ST Debt\n",
    "\n",
    "Debt_t-1 + Borrow - Repayment = Debt_t\n",
    "\n",
    "Debt_t-1 + NB  = Debt_t\n",
    "NB = Debt_t - Debt_t-1 = delta Debt\n",
    "\n",
    "$$DR = \\frac{D}{A} $$\n",
    "\n",
    "\n",
    "DR * A = D\n",
    "\n",
    "$$ DR * \\delta A = \\delta D = NB $$\n",
    "\n",
    "$$ NB = \\delta Asset * DR = (WC_inv + FC_inv - Dep)*DR $$\n",
    "\n",
    "\n",
    "由此可以推导：\n",
    "\n",
    "\n",
    "FCFE = NI + Dep -WC_inv - FC_inv + NB\n",
    "\n",
    "FCFE = NI + Dep -WC_inv - FC_inv + (WC_inv + FC_inv - Dep)*DR"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pycharm-9607c1d0",
   "language": "python",
   "display_name": "PyCharm (sklearn)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}